{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# week one 学习笔记"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#导入绘图模块\n",
    "from bokeh.plotting import figure, output_notebook,show \n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e805245b-255d-4f7f-a07d-1ab8451326a3\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"89f69115-85ca-403d-83d8-5af2bc5ff48c\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\"}],\"center\":[{\"id\":\"1014\"},{\"id\":\"1018\"}],\"left\":[{\"id\":\"1015\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1036\"}],\"title\":{\"id\":\"1039\"},\"toolbar\":{\"id\":\"1026\"},\"x_range\":{\"id\":\"1003\"},\"x_scale\":{\"id\":\"1007\"},\"y_range\":{\"id\":\"1005\"},\"y_scale\":{\"id\":\"1009\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"1046\"},\"selection_policy\":{\"id\":\"1045\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1015\"},\"dimension\":1,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1039\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"1033\"},\"glyph\":{\"id\":\"1034\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1035\"},\"selection_glyph\":null,\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"1040\"},\"ticker\":{\"id\":\"1012\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1011\"},\"ticker\":null},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"Selection\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"89f69115-85ca-403d-83d8-5af2bc5ff48c\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"e805245b-255d-4f7f-a07d-1ab8451326a3\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# from bokeh.plotting import figure, output_notebook,show \n",
    "# output_notebook()\n",
    "\n",
    "#导入数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,8,2,4,5]\n",
    "\n",
    "#画布，尺寸\n",
    "p = figure(plot_width=400,plot_height=400)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "\n",
    "#展示\n",
    "show(p)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"97560398-9f7e-4375-a952-816c6056f22b\" data-root-id=\"8917\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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ta\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"8858\"},\"selection_policy\":{\"id\":\"8857\"}},\"id\":\"8600\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"8591\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"8576\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"8514\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"8870\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"8536\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"8911\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"8572\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"8516\"}},\"id\":\"8512\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"8541\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"8872\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#F46D43\",\"line_alpha\":0.1,\"line_color\":\"#F46D43\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"8830\",\"type\":\"Patch\"},{\"attributes\":{\"below\":[{\"id\":\"8540\"}],\"center\":[{\"id\":\"8543\"},{\"id\":\"8547\"}],\"left\":[{\"id\":\"8544\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"8565\"}],\"title\":{\"id\":\"8530\"},\"toolbar\":{\"id\":\"8555\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"8532\"},\"x_scale\":{\"id\":\"8536\"},\"y_range\":{\"id\":\"8534\"},\"y_scale\":{\"id\":\"8538\"}},\"id\":\"8529\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"8589\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"8912\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"8511\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"8548\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"8496\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"cx0\":{\"__ndarray__\":\"ZmZmZmZm/r9mZmZmZmb2v83MzMzMzOy/mpmZmZmZ2b+amZmZmZm5PzMzMzMzM+M/mpmZmZmZ8T+amZmZmZn5P83MzMzMzABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"cx1\":{\"__ndarray__\":\"zczMzMzMAMCamZmZmZn5v5qZmZmZmfG/MzMzMzMz47+amZmZmZm5v5qZmZmZmdk/zczMzMzM7D9mZmZmZmb2P2ZmZmZmZv4/\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"cy0\":{\"__ndarray__\":\"ZmZmZmZmEEDNzMzMzMwCQJqZmZmZmfE/ZmZmZmZm1j+amZmZmZm5P2ZmZmZmZtY/mpmZmZmZ8T/NzMzMzMwCQGZmZmZmZhBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"cy1\":{\"__ndarray__\":\"MzMzMzMzD0AzMzMzMzMBQM3MzMzMzOw/MzMzMzMzwz+amZmZmZm5vzMzMzMzM8M/zczMzMzM7D8zMzMzMzMBQDMzMzMzMw9A\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"x0\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"x1\":{\"__ndarray__\":\"zczMzMzM/L/NzMzMzMz0v5qZmZmZmem/MzMzMzMz07+amZmZmZnJP2ZmZmZmZuY/MzMzMzMz8z8zMzMzMzP7P5qZmZmZmQFA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y0\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y1\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"8867\"},\"selection_policy\":{\"id\":\"8866\"}},\"id\":\"8638\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"formatter\":{\"id\":\"8834\"},\"ticker\":{\"id\":\"8503\"}},\"id\":\"8502\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"8578\"},\"ticker\":null},\"id\":\"8581\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"8836\"},\"ticker\":{\"id\":\"8507\"}},\"id\":\"8506\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"8843\"},\"ticker\":{\"id\":\"8541\"}},\"id\":\"8540\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"8513\",\"type\":\"SaveTool\"},{\"attributes\":{\"formatter\":{\"id\":\"8852\"},\"ticker\":{\"id\":\"8579\"}},\"id\":\"8578\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"8574\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"8587\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8662\"},{\"id\":\"8663\"},{\"id\":\"8664\"},{\"id\":\"8665\"},{\"id\":\"8666\"},{\"id\":\"8667\"}]},\"id\":\"8669\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"8579\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"8524\"},\"glyph\":{\"id\":\"8525\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8526\"},\"selection_glyph\":null,\"view\":{\"id\":\"8528\"}},\"id\":\"8527\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"8524\"}},\"id\":\"8528\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8875\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"8538\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"arc\"},\"id\":\"8568\",\"type\":\"Title\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"8530\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"8876\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"8515\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"8498\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_color\":{\"value\":\"#8073AC\"},\"line_width\":{\"value\":2},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"8753\",\"type\":\"MultiLine\"},{\"attributes\":{},\"id\":\"8570\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"8510\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8073AC\"},\"line_width\":{\"value\":2},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"8754\",\"type\":\"MultiLine\"},{\"attributes\":{\"axis\":{\"id\":\"8506\"},\"dimension\":1,\"ticker\":null},\"id\":\"8509\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"8503\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"8917\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"4c806bd1-bbe3-44dc-bd78-596dd1ef1ef8\",\"root_ids\":[\"8917\"],\"roots\":{\"8917\":\"97560398-9f7e-4375-a952-816c6056f22b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "8917"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制图元\n",
    "\n",
    "#导入矩阵模块\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "\n",
    "#数据\n",
    "\n",
    "#n=9意思 是有9个图像\n",
    "N = 9\n",
    "x=np.linspace(-2,2,N)\n",
    "\n",
    "#抛物线形状的图像，奠定9个图像的基本的一个形状\n",
    "y=x**2\n",
    "sizes = np.linspace(10,20,N)\n",
    "xpts = np.array([-.09,-.12,.0,.12,.09])\n",
    "ypts = np.array([-.1,.02,.1,.02,-.1])\n",
    "\n",
    "\n",
    "#画布列表，画多个画布时需要构建\n",
    "figures = []\n",
    "\n",
    "#画布\n",
    "#1.环状#绘制1.annular_wedge\n",
    "p = figure(title=\"annular_wedge\")\n",
    "p.annular_wedge(x,y,10,20,0.6,4.1,color=\"#8888ee\",\n",
    "               inner_radius_units=\"screen\",\n",
    "               outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "#绘制图2.annulus\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x,y,10,20,color=\"#cf789f\",\n",
    "         inner_radius_units=\"screen\",\n",
    "         outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "#绘制图3,arc是弧形的图像形状\n",
    "p = figure(title=\"arc\")\n",
    "p.arc(x,y,20,0.6,4.1,radius_units=\"screen\",\n",
    "       color=\"#78cdfa\",\n",
    "      line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "# 图4. bezier\n",
    "p = figure(title= \"bezier\")\n",
    "p.bezier(x, y, x+0.2, y, x+0.1, y+0.1,x-0.1, y-0.1,color=\"#8073AC\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "#图5.circle\n",
    "p = figure(title=\"circle\")\n",
    "p.circle(x,y,radius=0.1,color=\"#3288ed\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "#图6.line\n",
    "p = figure(title=\"line\")\n",
    "p.line(x, y,  color=\"#f46d43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 7.multi_line\n",
    "p = figure(title= \"multi_line\")\n",
    "p.multi_line([xpts+xx for xx in x],[ypts+yy for yy in y], color=\"#8073AC\",line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 8.oval\n",
    "p = figure(title=\"oval\")\n",
    "p.oval(x,y,15,25, angle=-0.7, color=\"#1D91C0\",width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 9. patch\n",
    "p = figure(title=\"patch\" )\n",
    "p.patch(x,y,color=\"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "#整个画布视图的排布，ncols是指行放多少个图像\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"175c82f3-971f-4a0f-9514-5c8482839316\" data-root-id=\"9815\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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Length\",\"formatter\":{\"id\":\"9859\"},\"ticker\":{\"id\":\"9831\"}},\"id\":\"9830\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.4},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"9849\"}},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"9849\"}},\"marker\":{\"field\":\"species\",\"transform\":{\"id\":\"9848\"}},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"petal_length\"},\"y\":{\"field\":\"sepal_width\"}},\"id\":\"9852\",\"type\":\"Scatter\"}],\"root_ids\":[\"9815\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"03db4c54-c611-40ba-a6c8-38e5d843af6e\",\"root_ids\":[\"9815\"],\"roots\":{\"9815\":\"175c82f3-971f-4a0f-9514-5c8482839316\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "9815"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.iris import flowers\n",
    "from bokeh.transform import factor_cmap,factor_mark\n",
    "# 鸢尾花品种及分类标记\n",
    "SPECIES = ['setosa','versicolor','virginica']\n",
    "MARKERS = ['hex','circle_x','triangle']\n",
    "# 画布\n",
    "p = figure(title = \"Iris Morphology\",background_fill_color=\"#fafafa\")\n",
    "# 绘图\n",
    "p.scatter(\"petal_length\",\"sepal_width\",source=flowers,legend= \"species\",fill_alpha=0.4,size=12,\n",
    "         marker=factor_mark('species',MARKERS,SPECIES),\n",
    "         color=factor_cmap('species','Category10_3',SPECIES))\n",
    "\n",
    "# 其他\n",
    "p.xaxis.axis_label = 'Petal Length'\n",
    "p.yaxis.axis_label = 'Petal Length'\n",
    "# 显示\n",
    "show(p)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"50083965-181a-4d5f-845f-5a244c85223b\" data-root-id=\"10387\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"10969\"},\"selection_policy\":{\"id\":\"10968\"}},\"id\":\"10431\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"10969\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"10397\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"10394\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10417\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"10404\",\"type\":\"HoverTool\"},{\"attributes\":{\"axis\":{\"id\":\"10396\"},\"ticker\":null},\"id\":\"10399\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"10959\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"10388\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10418\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"10416\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"10960\"},\"ticker\":{\"id\":\"10397\"}},\"id\":\"10396\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"10432\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"10405\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"10401\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"10404\"},{\"id\":\"10405\"},{\"id\":\"10406\"},{\"id\":\"10407\"},{\"id\":\"10408\"},{\"id\":\"10409\"},{\"id\":\"10410\"},{\"id\":\"10411\"},{\"id\":\"10412\"},{\"id\":\"10413\"},{\"id\":\"10414\"}]},\"id\":\"10419\",\"type\":\"Toolbar\"},{\"attributes\":{\"overlay\":{\"id\":\"10415\"}},\"id\":\"10412\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"10407\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"10406\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"10411\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"10960\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"10416\"}},\"id\":\"10408\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"10410\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10418\"}},\"id\":\"10413\",\"type\":\"PolySelectTool\"},{\"attributes\":{},\"id\":\"10962\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"10400\"},\"dimension\":1,\"ticker\":null},\"id\":\"10403\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"10417\"}},\"id\":\"10414\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"10409\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"10433\",\"type\":\"Circle\"}],\"root_ids\":[\"10387\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"fc170645-b87f-4ad0-8681-4510940a5d1a\",\"root_ids\":[\"10387\"],\"roots\":{\"10387\":\"50083965-181a-4d5f-845f-5a244c85223b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "10387"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"cab50d02-fc0a-4799-94aa-1d4eea314200\" data-root-id=\"10436\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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8PourXM0b1PyJ/skUckNo/oIwJJNX16z8wj64jOa+vP+wOPsKvweo/SHWi5eHE4T/idaXMTAjxP43rkCIxiPU/ns81YYU+5D/OBHJJ8pjnPzC5Gi3f3uU/Yet+mHAe0D8A42pJCZS2P7Y+N3tr4vU/oJ9XwNvp5j84OGPffSv0P4xloPBBweA/ICLsKsuKpD/CVLC5pZvuP5T0IxOJQvc/KjYAotKXyj8QIk+w6BTmP41/XrpDOfc/vV80lviA4T87KvVSrN3ZP6ywxqmw4tQ/7GLar4F+9j8yILru6K3jP6qGXz2Kteg/uPUo6Ame4T8KwUpYgJPuP5oaBBreA/Q/00S4DEJk7D/IQ5CHOzD0P8jL/oUJ6qQ/GEN2Gs0i9j99vELsDLruP1fQSpO5ru8/V0flAW9k1j88rZuXlBfpPwq1OTg5JvA//gr7i2eNyj/kInxFAz7wP8g4s1HO4rI/88kmSJxy8D+NGMUXQzTiP0Bu/HvJA3g/5Ws6pcn70j9AFXFQCPLjP8b0toY6gOk/qKXv335Ewz+M9BXcwUTxP6JPSkl6tus/wtGP8MfK8T9gJkzugD7oP9eIe3EKmuc/xrXjpn/xyD+9KFaSUJvyP62D2TZBPu4/UZqV6aR89T9y5xA2kBfuP1JExwLac+c/IKhgzXwguD+U5TbJ/jjxP+3aJXEDjPM/+tqFJiOk0T84BdtPzhzxP7TxZJ+s5PM/8muqD55T8j9BMKVisKjSPzoy/FsibOI/1Nnb8mN/9D/Sol4O8CP3P8DaTEcO2vE/lGecYpJy4T9a5fvY0DfTPyYI2XdP9e0/gPJSUAjzeD/LWDR+difwP5I2cFqaN+M/0lxsYSLU5D/NjPRD8tbxP3JhjRDm3/U/aVogO3b49T+z10JqYjj3PxAZfPLD2PQ/4Xzi1L7G9j8uxmaMZPjbPyBJdC5OA+g/G3F5lAFP4j+2MykQyLnOP6J7Losz//E/BySq10qG2z8lxdfrDUnwP2Zy6VHSjOw/qDEfUFKk5z8CnACwZzzxP/Xc4ssRQOU/LA9I9s/f8D/O2gpC1yP2P6j1M2/yius/Dp+cG6am4z+yzrzUjIrCPxj15rK6FOU/qDsN6CHP5D/6ivz27YzoPw4lSAk36ds/TJnCGhZtyj88HF3MNmnuP8zUFCeeaug/bPWdd2Yb9z8uwXNOHAHZP3uUUTAn2Oc/uPtKBmpP4D+VZsSdGXP2P0gPJ2rYCfU/0CDcA6UBzD8dKD6MJyLvP9Xcb6PLJ/A/Vs9V8tWLwj/vfyQ7o4z0P7KDEVluWvI/IBqZbQBpyT9lKbN6TOj1P6D5NBLVz7A/kuvQWj+uxz/rT2Su+FDaPxpJdDk4ns4/nUPLigFY7j+Q6KXi8bnnP4AlwdQKS+I/aoPzghmW0z98erSVpGP1P5eAlLQzpPA/3hR/uZ3I4z8eAlgBrH7PP9SNrCB00PM/M59aLQl69z/K6GtSvf32P5MEEX9Jb9Y/gfjMY1UO9j/N7GC/QIfiP5ZvfXxcj/Q/eDy17+Uf7j8giQ20o0frPwDImmoQGYU/ZgKnxmAG7D/AkTjIZO+ZP+rKY48psvM/PBU5qB9v7j/cN+oBZLDnP9EsRFRLBvI/m7SJEE0T8D8bKARed7b3P3SQj5sV/ew/s80MrVlc4j/Osqu25kruP3QqQBLqEeQ/aLuW02vMrj/mEoq3BSf3P4z+vQA7XeQ/jnIPA3J27z/eZY+7Qv71P6kCY1V+DOQ/el03Ys601D+7AZEEEKjjPzRmQ315NLI/VDtALS8N8z/5pb24o+jrP1BKTyCSUJY/tC7ElFJB4z+suWT86e+zPyAlzpk64sQ/QI4NgGZ3pz8M/lUgB1LoP0GfyKOF0vU/NoLbGPy88T+R6t8Woav0P0zamzymkdQ/IujFdsZs4T+4pD4QEGq5Py17e64zXOA/EAeJFBpg7j9ePD3CXYzuPxgyzxSVefc/iODp4D+QsT8EMCZoAS33P8SALFi3ReI/6IXLCKVM9j+hfEQhHkbiP4B1IWUy2nA/9rwM/tss8T97ccXlByzQP+VEs3UIs9U/NkX8oPhP5z8kwonbl/ftP2LJceB9l+Y/FpwZM1ze7D/EOfFjGMv3P87Czvt25fA/Rdx9JRjc9z8AV02rsIjyP1jFWVIRt6M/qxrv+bI08j/Bcaouimj2P2JXin4rfNo/PPuCFREK9z+DnCf4PtnXPxZYbICd8fQ/kG2dX27u7z+FIrED6rz2P1mFTTex3uI/WNAaqrLO7z/sOPAAz4T2P4BM6zJ3n4Y/adfrvKX+9j8sdIe2/lXFP9LaSwUO9vM/IPfZjx5E7z+xKbEuReXaP9b2fzsMcfQ/OHL9zugLpj9Z4wPlvBzwP0hg0eX1r/c/8cYkTrFS0D/61jzEYKbkP86k1IG7pNU/ee6OgOC35D9BLMZBZB3xP3x+8bv4g+M/XYRKKJMO6T+R1bk93eLqP45me+akxe8/jiNhRuvZ4z8kvwlwDbjJP4CSGoR3+fc/Bdh6R8G95z+ty+CF+KryP9ziJ7qc3/A/NlN4gWml5D/Msmk7uubyP9al0Roje9c/KmUPgmI+5D9SX72USLzjPy8tsX1wpPc/QD6IYY6eqT/UpCMFfDDwP1asWy3Gmuk/rjFp4TRXwz/7qBKQsTvkP/TY9f//zPQ/SRqfU06J5z/vLu8ZHSffP/fp85q1hdU/DCaEVpKx4T+49pxe/JnxPw/UKHxp1NI//4tmjEzg7j+MM1LusC7RP13OpakO+eA/M8KAInDk8T8Kq5huAGbrPxi3OQEn0uQ/TMttFoT7xz/UbVFXtP3rPzIqLQKo+e8/ziGuXZRp9T9FWNednVTyP3JU91/ONO4/q4U1u2759T8+02K7mHzVPyriZpRtPuM/IGlyV+ID7D80uiPQrKu2P5Bkm6byQes/rs97EVcR8j8iFZmeAmXaP2h9s7TnmPQ/p1ysZnoE8j/0utJAyDrjP8yLBHUdh+Q/nOQloOfm8j9CdSyq5TT3Py6YqZm6lOg/DlSWF0lf8z/sIQwjQS3wP8xgEMbwJO4/XasTVmyf9D/RVZwa1lHVP3amHnCioOw/BtQe3qwcxD+M4Y5n/YDxP0/cYzPWTPA/3E1Y/Aej4z+Mz7ehyI3YP0g+ZtJrJcA/x1vwSLG03D/Wr/93ZFDXP2+lNmMr0/A/JqUkv1ru9j/eI3J6m2nxP0SmVGWHKPc/VyJuyBTK2T9KURQSSebXP5/y05nEm9s/3LOQhuLx9D+gq9HOq8eiPxNt4NdOjvY/JOQECdKm4D9HYV/dB+3QP6l5b7LTSPM/xLmcyahDwT+0mvF0SPbkP+U2TDoHkvA/IVofltBG0j+YYygfVHHtP0reljvCHdM/b4k7uFWd9D/Cpzzi9sTyP/Ynu5BI58Q/3KIAA9Fn9j85XH+Qy87yP/rSSZ5rmuk/vW4yWRb39D8kcou0A5WyPzBGcLu2p+Q/bFQc+jf/8z/S4roaH470PzjZarlZ1vQ/Ow7harN88D8Q+24l30+cPweakEUXz9Q/nnAXtMCi9z8uIkNvu+LGP3RHUVMf8uw/NKJ9MWzqxD/DXHDEcTLsPzlMSr3gW9I/bLANp8vU4D/qgc8XHHXwP06f/+0jTOE/WIAHSBYjpD+kAvjYZ9H0P7zvsmYaB8M/tJq2IdqR9D9ALH7xDUjxP9JRGprQe/I/9IMU4xdR5D+dHZsLRLXUP5alZaig4/A/EEjD7cqLzj/aSFd7v7PIP+X/8blbjPA/jI8NpTfzvj/jMxdTBP/dP88479q1bfI/PO3ujBKe7z/MHFss1V3xPwxgTSmA1rQ/d/RPbvOs8j/A51j4MGroP3YdRZBTnew/cPpiPVIEsT8wRVEQu2OfPx6M8xHpBO8/mjDnyxvP9z9SbAiN+GXaP0miw23ZcdM/TZ6LJMx82D/1bV8yOanpP4fWGoKPad4/KMGWamrt5T8dIBESJw73P09Hl+HufuM/0JZEmJ5r7T8YFgXNaVDqP1HHrJmDG/Y/QPxwNsgonD+Wa3ocnyTlP+zcxj5jhek/1PNX3wmr8T/Kl70AJKv1P7HE8HQi3/Q/FHXDY+D37D8t5lTgsoX0P4xaFQ9i7vc/dDr57l475j/+wP0xbF3vP0hUPc0HjKY/2ImAoaLz5z9yubqfzvXIPxw6GPwiT/c/USMykj8x1z+cbMf7YITnP1yM8GPRFe0/MytLh5Hc5T+w2TCBIQG6P4zbV+nywOI/x22O2adJ6j/8mrgtKVDxPzgF3+wVzfU/shnREgHIzT+GKZONum7yP/QKH0AXYMg/W8mWfvei7D9E14bV2RbyP6byN0yh4tw/Kpxe4fVw5z+2QOgZLSjuP6AK2L5yvOE/0QEDub2s5T/DLj6aHkD0P3T86jpBT/c/xG2WYAfs5j8tmJXKwmTmP4wjMYv29sg/yh/Ph9534T/WpZ7AN7rXP4arqVxJi8c/AeKsZ3YN1T9wgswEsyiYPwyPpAqhGdA/ZEAqSZsX9j+s56f5lCbOP0H0f4HPd/E/UEBBP2z/wD+JX84ykuHzP7BKHKtdVcs/fm4nnGh30j8L7h7YRQ71P8jXL38LfuQ/J9aJy9Jv7D8UiVKk2PfWP9C8smPpkOo/xUpMpcOd2z9su+YpAme/PwwxTEwLVbg/nPxRihlD4z9wle70sCrtP/vCHvmhKPI/ri9hIzkM4z+qIEXzlG30P7EFbIBJg9E/GHF1TRKy4z+qWGbTT6rkPwuXWKJ8dts/n3KZhKNB2z+YAvlqTT6rP7yaKMzRI+0/xGO9pakCuj+wNhBjkfmxP/zkk+Fl2dI/t86aUbL28D8IvMLBNjHxP86jfF5c9Oo/IpiKPnG+zz/h10JMa2X2P31iJTXxHvM/m2m+7U5/9j9ZhtQc1Sr1PwxRPSfWTuM/Tx7jdiwQ4T845mesws7xP9K7ChIsie8/tHcAJvba1T/+p20ghazpP31bJs9nW9Q/viPruqtCxz+0KihpI+XUP2b+IBbuEvc/va3H0BjT4D+4gOx3nrDWP8kmSGFSYvE/rNgh4qsAuT/tiBTjFfrxPyhvhi0Ose0/NNxGJJkY6D9WidrXYbzZPwMIszOW9OM/9r79ix945j+ngLJJKvPbPyD22uDR/Ok/VHG0vECJ7T9zSo6B+3DwP8D3+lZp3Y4/NnIZLLwo4z9v5CUYVcvwP0591Yx1rOg/uTQFS1i92z8i74/coXHEP+8bAbXHaPU/3iBDpgBz7z8oBDZ+VRvwP+I6uox63/U/jt6Nd0aQ7j9Ika+9j0b0P9DgqLntwO8/qJgP3hM5rj8cVVjx8YThP6xqyDjBn+8/JDMImED54D/E6+UDninUP05F++vAz+E/qJWXzGmb3z9CBRceturrP/ws73fjnLA/pKM+sexD6j90w2SzNtnhP2pQJwtwRec/7siVSsdQyj+CB6LhC+b0P3v4HyMnmdM/2H7wRTvR9T+yYc0nIq7wP5zEeKP7HOk/umTX3LHg1T/ZWYhZrqLuPz7qpH4a7cU/oEbA4qex9z+gZ/j/ws/OPx3vBiADGuM/6F2NbE2D9z9wWZo952+TP3AW6rCEMfU/kEubv5WPwD+bNSMF/ozyP/+cMwhvbPY/NtkeAHo+8j8s8un7JZXpP+9uKAb8veY/BifU5rax8j8wIIV4llPtP0q3SMNn9OM/QhQx861N6T+0n+9nT/i4P0EquUEL3vU/Zv0q0n1IyD8AjefiB9mOPyNd/x9zkew/AFEARB43Xj/WGihDEsz3P44gk1SVmN0/5gBxmxi69z8OopciwpnxP0D7Tnv077g/nsQ7leLiwj9VrXUAtv3iPzDFofCymeo/yIxT0D9K6D9RgNdrkCLhP5Lb1YlpwNQ/JskqbZI17z+c1UmEEI3wP9Ja8Ra8NO0//Cswr/0O1j/Kho8tV6XvP1jwVQIh2LE/vfiPZ1ri2z/Wul0wyPrNP+K+PjR+M+k/uuFgqLwh7T8hn6tM8HXhP4rG6nXrZOU/dspiSr7k7j+CYodyO3fsP3QqShPnHfM/9coq7A6v4D92GvJaA3TNPyVBSbqr2vY/AMk3z2bk8j97OkcqWUbrP1xHRRhFH+s/UpZPUxrd8T/IN8kkkxr3P/jxzO30QMM/qmWWIKkS9z9rKygp/DP0PzCpy4eDtfQ/wpazqUS65T/ukgE39YnxPypU82w9huc/YGVGV4dAyj+G5uaziejQP2ndi/YIge8/xcG7qCrH2T+0SL/1fhLkP8AJotXMJuM//BueETS85D8CWR9eKiH0PyeJiQ8WkNw/kHcJFt+1pj/WFj1GApziP1pa5vnZX/Q/dlIo8g8R5z+Fm77oR5/XP+ZXWuDH7fE/zEzkEJ7TzD+QnR9hQdfHP6fbvMD4n94/amA61fLw8D9ilRkPg0DwPxtH4ek6Vds/L4u9ZTky5D+G3QpGeOPhP4qz8agmJuc/zIaRyJyB3z9mltJ2Kkn1Pw6KGFbeHvM/SAJPv6op8z8UNy1Hz3jjP0uA3ZmG//M/Yma4x4As9T8DXPAm9aTgP6oSj6YzhuQ/3rtgPRDz6j/JKrzmk+zYP65ldmTPmtA//8WxWqSr3T+houWTsBTzPwRABDNawLI/redwDqcJ8T/8NzVQdH3xP3Is/IvfRPQ/zNBy4BVU5T9USmEvn7HkP4UAq2V7j98/rVuqhcye3z9wxB0k0KCeP9Ju4qyavek/8mnly8ZXyT9eoRAqKmv1Pwm0es1DleI/4P6CgfEFqT9gmKQCZRzpP24TXds1S/c/7vxGiE+I5z/gmdqp+8GmPzaOf5MgK/Q/acaARCLD7D9psxYveS7nP8RogVI00OM/aztStNu/2j/zFjRCfCn2P0jfDpFZU8k/sioMNY7p6T8IWt80RLHqP8Djx1nllPM/lr2sIEfl0j9s2zO1bMjzPzaaGC7jG/A/BsE+2J+h9T8qI4QZIqngP4jv4nfgfcQ/gCrwipbMtj8wd0hh1ijuPxn5ryupZuQ/pfJlPCTJ8j9ka1e0kx7CPxMNyrOW5dU/ohCIMq0s8T9HyrWGLfzeP7L7R79xte8/4HPm/8CxnD+MxppESF3nPzcnUiP+Otc/Ul6omMyx5z8uwwJeeOz0P8Sk9EhSJ/I/7ImesgtO8T9ce6804wjlPwmAo7uy5OM/BDh1Y11m8z+O0Wyhy87lPzHB0S2vONc/oDlqKZbblz+yEljD+W7aP0J+49z1IfI/jLjnW+2F4T/Bzmw15hzZP0IOEsSH3eY/DlMzCxvs8j/clmMW9jHrP3X6esKq2/U/PHiEQ6Y0yD8wDKqsIgqgP+jAiMv9CvM/wKEGm0N17j98yr42PqbwP2rxNjm6eus/NLkww7Oa9D+4usX49rviP7CsYnk+0/Y/P8+pt2Y99D86Y89bPl/wPz5sZn+Yq9M/9JV3doV46z8cw90STBPtPww/M7/qV8w/MsoDTY978z8KqRrZA4PyP61ohQzJH/M/MT4IkuT18z8UJp9AF73sP/qRGEUWn+M//3mK6SFR6D/Yp37Eb5frP/cVzAIkE/M/fgHn8CPx5T9es08C/UToP5jtqwjio+A/o5bRUVz20D82NS64tsLmPxjvBT10YOY/ODfiW4+t1T8LG+atiT3iPwPSSWP3+Oc/bG+e6WQJ5z8GbCk47YbvP2SXeuWxeuc/T3d6su4b5z9gY013TxLrP05xftidEtI/IOyXl5Jhjj/h0TolbBDwP8SBNstT5vQ/W4pguJ+L9z+tYovJMgDdP8pWEZ7/7OI/C3AKGG9k5j/nu4UL06X3P2IM7KXiJMM/yyEKrB249j8YocyT+Mj3P8eMm5z8cuw/NVVU1/gT8D/diyzjz1n1P+65qx2AfPI/f8oLE9dv8j8so1/wM3D0PyanC0SBrOY/y/bdOHNt7z9Wf1+HOqXmP1jq3nBENPU/wmA/tEA04z8euMRbG0v1P0zEMaJxiPA/AC8LTLuEqz/8SCH91/boP285By+lfeA/mrwjiQOD6j/o579ZFVLLP1pzBg3Jmec/Ki8gQJOqyj9YMktibkXKP0qlv1VIEug/9N2ymDvjtD+gZLjQsVzvP/JKLo54vuA/xXCjnlOF9T/0vGlkMaTgP8wQ6F/23+U/Qj7y6ticwT8wcVLkhJqUP0j3+l4wZeM/sm3tZOJkxj96TGeW1AHwPzw7642YTu4/HmdPDhHj7z9mQVEoxefoP9JM00Jpke8/hM0syap21T+ActNMFqCSP0X/uSYLUvM/ANNGpmDjcz+/rYbSyVPTP5JKFmEj2fA/zIr1S/hP1j9gjErJXCfwP1Cjn5L21cM/orGqAlRN1T8y584XgO/pPzx2m8BiK/I/SPWEhWfsxT+8UzCTKK3jPzgXDqNO+ek/KAyzfocT8T/KQyG/DjfBP6zROPkNTN0/ZGtotVEF8j/YNQ4IJtS0PxBfyvsqtq8/qkJElM647T9D+zBQt7ndP/RePItk0/E/SE1qqVIrtT+tY2WJzhPVP07DjC8pgeM/Q28o+Yfc9j/TA3PX23LqPybXDUiTydk/fJQZ7+wk6T/yFmjGbJ/qP6tYp1WQwPI/tg+DFiPW9j9PRHr7E9HtPxvw3M37R/A/W5LIrHKI9z9Al4aCfbfsP6E9io0+teI/DDInE3GW0z/VhY2hkNn1P4JIUC7INPY/lIORbpvC9T+vG67Qe2bWPzu0ua0fVOc/xoub+h/f4T8YB4C5hvv3P5p9qk+4ZfQ/nnmEQ0sV9T//BoYBb9n2P59fqiS1m+o/+V8j9NYR5j8ccl46383DP2/T0nVC1vA/hCdGhrQ48j95SGxU4xHQP2hfXt5y0vI/5Jdrj01T4z++gemxfU3mP2YHAIEor/A/vP26i0S62z+LZsu1AJfpP9CLeRmO++I/liRmqFFLzj/UK/bUG9zyP4azygwhqt0/4Dh+znhw8z+wYvaIyuq7Pwoq2iiVOvM/9JzCLI3m2j906ArMISu5P5I/g+PPFuE/SY07F+gR9z9a9zVXRLL3P660FgqB8MY/udY+xYZF8z/Of+PtSTDoPzQhHBz+geE/vdah7/Nx2j+WfwObhITzPxzNKPfqqvI/fl1GmNbl9D96fwypDPv0P8O55IdzvNY/5RmOEQ7G4T8yCE+WsJzyPywdXF+1Fu0/X6AqI7+M8D8any6TtTn2Pxk4RWqrTuc/inTOIeP+4T+29xEh6q3iP/FoOnmCf9o/aHUQXQ2x1z+l/8QAx//pP/xCUkwxUec/u/HlCsEC0T/GClTeFgfqPwPbz0H4B+k/yxWulOUn5D+dujZNvhzvPwCRiJDvr4k/BPKnqJSi7T/RVVtpaVzYP0xZfBqN0PY/8LYdOtYsoz91teD9nELRPyjenCEhXPE/0qe/bxINzz/cXv/yGB7mPybgosWbEuA/iGH6a18wqj9+TQf3GkXePzTgy14O9+o/oPLZ7Wbd5T9kVwuhd6m2Pwff3jYTzvQ/P8Qu4hQD7z9Kocj343b1P0xiCvLTfuw/yKOmr5NS8z/ik+TXWfzGPy80IpOXB/U/K5i5FCpE4j/0ndIcufDyP5drgkkuFOM/C035RMBe8z+kUAapwOnaP6LDZchvzfc/dt56DtdH9z8dRK3NanL2P5COaMM2rfQ/ka50AR+Z3z9Gb6DvFmrxP+B8k+CuLK0/Nh7+50j75j90M5hRc//0P59mZ3HGP94/ZPuClS2X8z8BVbIeAqPiP6qCXUP6xuA/EMnFNmLTpT95mvFoqzfzP+IZ25QuaeI/iPloItxp5z99fgdXiBL0P+ReS5fdo9A/H/7vcn4w3z9q36wNRjX2P43ftAow5OA/cZgcM8Aa5z+oBs23dtToPzy2/Vuxmug/WZQ0TTed9j8MqVzashflP8+8JvVH/vU/b2d+uvQ58j/JCdliT+/yP2kMl9auI9E/A7JsBJK80j+qTxiXHSj2P+UM3/EzTPQ//IVLAxOh4T9y74uTHEXqP1SCnaBtufA/WIxqkYujsT/QlqWPPD71Pxw1UL+rDvY/Vk8lkNtM5D+Ule2mhk/rP0b77GC2/PY/8rtcGtbU6D9mw+1mQCroP1u9lADz6PM/BE0pD8yd8z+SkbVxvfLcP1sLNdM7G+Y/57mNHIN/5T/ACxLU/vbrPyUW+eqRSeE/UuR+t9btwz8xQR1/bHvuP8ghtkpl/ag/SqmrhHfNzj9wPFrgFWzLP8zg2o9rceo/87He4yQH8z+pXERLrIvyP9CnSzy6vNA/Pp617xva4j+wKCuJIGjuPxA4aL77J9Y/wn3P9bTy8j/YkJNfgQamP/RGhbogY/Q/Tav7k0TU9z+AC45Qtt+kPyOWlNFu1tY/pFWRKwg+9D/wSNq6kjvVPxC9/WdrVO0/tKfZk3eU9j8c6rR259vxP8J/b2ezpsE/k1Eqmiam8T9ZdULAfEHWP9I99aWZU/I/wKj+cntbxT/Kd8bj+zflP2M1DljLB+w/WJ6Sxsj98T9YNUXjKUagPwBRndVvJM0/Fiw3IzgU4T9ienURynfqPxZro9g2Z+s/xyz04Tp44D8vAx3GbELwP/iDwk/XVeI/q+JtqFLa3D/seSWHJsLuP0yRZJmUVO4/2aWSaeYP8j9JC1p1kYD3P9gPdtXEC/I/LB2aQDcH4j/jfXoUfbbyP+yjNw/u3fA/8F2RRDhk5T82N5YAVFj0P0ZfbBZYnfA/7GZR6hNCyD9JJ7FGKSPYP3wXqSmDs+s/1qkANQdF5z9AC+uRMAKKP5bqfYrznNw/dobOeunX8D+++bciRkvzP6AO5epSR+g/yPIGc2X/7j/yXQmj39vrP3CbHAGCH5c/KCSkn5pG2T+1iUOcsgPwP3FvH6lcgds/YYiof4jZ7D8IW/Y4hGnTP+4TPm/m9+M/ve63O5EN8j8XZWneGXnwPxOvzF+ZcvY/QHfznx/d8T9tRLEBMMzXPxrkQp7faec/ODK7XpT/6T9Vm5f7sD72P6Bq0+Jq3sw/H03dmu9P8D80rdZBWr3YPwZmnT8BsNQ/rIkh47C16j/knRd53A3sP4XJAYluYeo/WOpE0XHirz8JyI7DHpX3P87/LHDR4ec/ztnWDfiH5T9UsCQrrN/3P1e9yNAoh/I/kHTE1lg16j9NjH8KeXPfPyM5ol8fEOg/fLY7pC/d6T+IgVyXlADgPxFL38Q+pPU/jBGAb5ET8z9Xb8trSnD1P7IkLYqcqPA/+32RM4TZ8z/F4/VV24TdP74rQ8ZZQ/Y/gnL0XF756D9siNpgkpntPwodRceerPI/NrMalNW10j9UH3lnAbL2P9Mq30O7/PE/9oXGMfdS5j9akhKKw7jzP+klreuNl9Q/rAIAxpBk6z8EexFbq+OyPz68p9bwH/U/t73eXToR9j8+Sja+phfWP43AEAppTPI/68zXQhus3T8Qne32tCewP1Tld6EMF/I/mjfIG/8n8T/5aH6OEn/kP0wy4F0J3sY/ShP507H3wz/8aBtauhjhP8+8SzV2uPY/MrhbPpLI8j8mLtbN3rL1P9wil2OAZ/Y//j40RLKL6j9yO7iTMwXAP1r1RuciHMM/YlFn7eNr6T/QvXNMeGqdP9QQEujYJeo/PPii/MHU7z9WGDIluz3qP0bVY8j4m8o/RJZJudoM9D+Lm4Fl6R/TPyQmU5dPGtM/+ET8mgyj6T8wa1k7FuXyP/SM0SjQwvc/EMyrnzngxT/IKebmNxn0P81Cy7w06vY/6I/CXVru8z/Ec0DiuVHhP1/W+TcIQfQ/wK3+097Fyj/LeOk3gRvpP6jag4CWBOU/m5cKVEnG8j/WcDeZgbbyPzCv9urxs+U/gTOldE+J5j8cO6Y40jLMP3Y2oKuCUPU/PxV8x7be2j+UYGghFfLnPxrAqK0dlfI/cMhmhm2h7D8GZzDWCwfPP17qgq+wsuM/e15ZgcST5D9OIFLEY5brP1cI2O2utPM/mgb4bgK54T+yVz1OzLfqP9dtLNDQrdg/B2xVw6hc1z9K47/BAGr0P1QXuD0BccE/0H3xAShV7z/tTcc/lKLXP9oNIBQ9w+o/tqiAN7Wv8j8G3EBkEFDSPwy9ZULfK+s/PuD4D5MGzj+yp15GRKLXP09zNNTHQd8/vyshU/Eg4z9gcXilb97TPyscclxvStI/KDONMUYq4T+SDX00xHTrPxAcvvEPbOA/6gwzdJkjwT+3mBN1FDbvP2By+XcZg/U/yLTDO77x2D9/dcSdReflP7485Y4bCPU/yr8Bp8Rt5j/uY/1gV1HPP9j36fp1j7I/QIUNtHSX8j8KLqOWsnzwP4KK1esXTfY/ZrxDy8/l9z/IneOg5t/FPzA7FQd0y6E/mWp2JbCd3j9pJgnsaTfjPzoUYtMi3fc/yqxmplbx0j9QBO1jicC5P7DpHJWSmMA/csIBR1jl5T/U7Hy9YHbmPySLTvl7ufE/Aozgk2ZG7D/0f1b9RLSxP/K61DhLb/c//rtet2+C9z+45cJdjra0P+BJEDuDHIg/Grh9YfcX7j9TKLBa2jnRP7grVuSF68g/IhCTtUTO6D+IneqI0K/JPy76W4si8+Y/7oBJfZ189D/QZGoRaQPsPwwm0IGrduQ/NIkLUNO0uT+4t6k1XN+6PyaHiN72v98/jOWK8n2v6D97piGgWTb2P9dAIpyOXeA/Rq80Pt3D5T+tYp0lbRPQP4JZ6E47N9c/ZRhpg/ls8z84W8DbBd/VP0w0vkJDO9s/UC8dviLF2j9qqDFbzbHwP6I9tEGA+fI/rKaA3YH17T8fuQMm52DWP4ScP7Trlt0/Zun1eHyT6D9BD3uD8R3qPxHiNvstRO0/ODyhbb4i1z9C//kUH5bLPyuednCig/M/rw0rENfP5T9rNoxPvBX1Pygyy7YO0/M/ir/1Y+pf8z+E66117e/3P5Lt83cKQfA/7jPMrzI66j9kDL85bJz1PxI+/OUTDOc/qv4xnW6Uwj/Z03A451r2P3Dkwzn7/Zc/fkOPRHkL9z8cOwOVkrW5P1rKdT2vfcA/+P/nEd63yj+5ArEG0yvSPwDcBpXNjKs/HV46t6aE9z8cScmHjeHDP7JqJ8VQx/A/91ezsGy51D/ef+C76I31P+vjyDyAE/Q/3INETvi45j82wO6ooHXwPzFQOZXlu/M/xHgiVu1r2z/Dy2nMQrDyP7zTn7+NPPU/sO+oqCQB1j9fqtMNPo7iPxIo7ArZY98/Tt+E1TuQ5D+EG9GmAanvP2v0UBWbrfU/lQFogG756z/MzmQJiW+2P1mEEOQUL90/UDxBq/Ys6z+CNJflXKXzPx4bgaf8UvQ/9gdFUnAP6D+uxQ9eFoTXP57Ftnu/6M4/naxCvv+X0T8s9JFTD231Py7QcpptJO0/tEZrzqtDzj9uDY/4JFraP+9mmLQiDdg/fDCq/P0A7j/Udcj9fj3eP6jtQ/+ELvM/VvDXtrDr3j/m7Y0n+RHwP0waYNZE1/c/9nq4rR2N7D+scOm2KnbdP6JUHpgk/vc/RpCTDLjH7z9XD49PEEnpP+StPnKbxvY/wHxm1eaZqz/j+mndSZXxPzCvGRQJVKo/uGt7J/1+4z/w//XEtJXtP6QSaONU+OA/dJSLwWwA1j/LpKA9JtLsP0qyvf80OfY/faq7BZAG9T/4XP3q4IflPxCydiDFxu0/KPeIeDgT6T9KNfRgctXyP/T2VxAifu8/IPFH5qYiiz8uJMwzPTfLP+a6puapsfY/ZtKaSIXx8D/OK4y06aD1P4IkHUTLqOM/RJLn45Ef8z+MogXqX93oP5BQMMZupKs/fm6WTb3+9D+erXgaYGj0Pya1M7BMeO4/hTplcp732j8gFR+XM13oP65Nd+J0f/c/thkHHXPO8j9OX44oGRvyP3DbSbY5pNI/ciivvZBp9z+rtWV8nZv2Pz69APtdKPI/MHGVZEiezT9wWJOaNb/mP94RrxhLZ+c/wMwSC+t8dD8R/k2jPSn1Px8js3jjs+4/vzstGwDu5j9YNASaBFO6P+Z1c75nPsQ/sjCaNV5k1T+Almw/5wP1P8QN0l8D7Ms/ojjmzq4j5T/CEA4btIHTP5r9E+lha/c/mGe94dZrvj93yd7K8xD2P/L44QjXouw/TdOjDxu47z9M+agfJz/fP3oj6H6EIME/RPsanIqA7j/Ywnxp05buP/LGZeB1M8U/DGBy30aH3D/J08DaGC3VPw/9nQ1ucOs/hpk50yfj9T+doSk/lkbuP9X8DyrdY9A/cJqbaMrzxD/yJZau+qbcP5MR9S5Sa+8/Kl4N/R7j4z+alLjJMeD1P/f7jOZD49o/vRpSdHar6z+UZBWZ0EzzP2fE8VrQyuM/HMY00Sp16D9Wna5wUbTHP4j2pymNuuo/SvGH8Ct25j/2JQ2IutjLP63G88Iz5vQ/dD6ieQ0z6D8xHKWeSzT2PwrME5nffvE/HW1Bf+W+9j9AzqtGpFPwPxTy21u8fbU/At36pZJxzj+eIqQrtwbwP88K4hILEPA/XdtBEoot0z+YyrL5tDvVP224fqY5t/A/PpjmHGqj4T/WdFsFPxftP1gMph/fSaM/jBSQAUsD9z9sZEeIB/nQP/s2WrUeg+M/YIOKvSlo8z8ZldEzjvHtPxFeD1aGo9Y/QJ5Ee/qvuj88dNMFUS3gP+AP2/zjPps/tHvgqHJQ8j94FTfp8mv1P6jy1z/WXuo/iUmpURkl4j9gStbNyzWDP8Z+/LqUdd0/hijeMe474D8wtTr7MZTjPyjuHo7PIdg/OnlaUGQG0D86U7TLyL/0P7A5Ekb3K/I/Hjf2u7VS8j8GQv0m2VzsP5oZFuTEXOQ/8t0vO8Hy8j8G7bFH+iPWP+3E0SJCc9Y/beOTqiYM8z9AKsWfndeSPzA8txz7yu4/MCudBdQ78j/8oEf4/sHQP6ebgEEHF9M/OgK7vGoz8D8y/PNaU47yPxC1Cv4yiPE/8QaSTZew9D9O8lhwNAfqP0sWo/Nrju8/kPGWdjPr7T9vzzUtYKnzP5KF4yaW/sI/6Dqpzflt8z/sLifHYhXwP0oeB/EH1/Y/mkE8Xy717j/AX6MZPDfwP14El/Q/fOU/aitt1rvG9j/cfVAlJGngPxQFWs64RcQ/mB4sVCjB5D9eX1COQd3iP/bsrIiOLek/zU6MtrPl7z9yr6i2fRzoP+NOZZv3oNA/ysbyRh4R2D9Gpzvaas3mP7zQKu6kPMU/UviT4iVz6T/+m0Gfja3yPwgzI2R9O94/ombxmQo76D9cq3yEPhH3P3oj8o4iBtM/4escrMKv6z/DzZHj5sf0PwCrVALmrvc/fcJyBRHT7j9ZMYnfpW70Pzl+icrJUtc/eL+TuxUq4z8UxnThFo3DP1K6IyUIldw/KEuSoEWU8D9XsDCCrsboP3L6S+bB1uc/CKsGKijX5D/Md2JaeFnwP/rdvWYErPE/Tw+5QMTS9T9BK47iwtjkP90N0F+oX/E/pWegjCVq6D8Ir/Z25zLnP1106F98kvA/2BM0xMgK1T+jxMP0Cbz0Pyp23nrnTPU/ckcMBUjq5D9XVz3zzELRP3RODSdqvtA/14fe6NN32z+4VnrZH9niP6KYIcjucec/xR96mP8+9T9yrYXpLS7CP3ateAvOme4/e1XzzuSa5z8MjzVukVnyP0ChsBcArO4/2GTUz4BJsj9weP2mnf/vP/RyZGnar7M/7Gjjcttw8j/RbwvVDqrzP4De0q4qfH4/fm+3QNps2D/hR+mKbb/1P5iiU3s0x/M/ptjL0zKAyT9TwJiJk3v0P5HA7PvmMvI/oKeT92r59j/ix8KhQxzwPzWswVTdGdE/TtYVA++q1j+itnYkHVL2PzhywZpXzss/zJO4NbiJ5D9gI0BtKeHCP1ToUrYNUt4/VaA18gue6j+UkgF1IC7uP6wxstVivfQ/RKGWpFFD8j/aj+9i/1vqP5zv+H43wuw/3Ois3pknuD/jitSnzIjRP7M0Ub+5CvI/oiaBU77Z0j+qdI2imUzxP35U59eghPY/6bH92PJg5j8Yn7t37sPtP1x42ljZ6eE/6p2vu/0V1z9wPiI7CUz1P+B2U2DRa8U/cAUKdevN6z8BW8S1J4TtP0iuadIM+OA/7FGeFojA8z8E+qt2N73RP3lGr23N4fM/ynefIs006T99ysZPngPlP7pQK1UWTPU/ZIMfsdN78D8alyi0QpPyPyTWCdYSBfQ/lK1jlmtH5T8AnIvX78NsP7d5/8Zl5Ns/vDZheaA87T/Imzha0xTSP20j5M/k+dU/UAZgpnkRyz++Y/kdqG7xP2FQMVG3G9o/WUeVB8Dn9T+60wKxPzXMP9JIBrnTD/A/F/q5IgoG7T/ivj9yP0PVPwpm8Z1EEug/Ps3CgJZE7z9x+6HMzS3zP/Zr5nS6ueU/NPZkC1tH0T/PHjhI5q7dP6ZTKB25jvA/rO0Hh0AB8D/aH/doaUTxPxGBsXgc/PQ/hJxZPm6cuz9KxwhJ9QfIP95cj7mbffU/uON8NHmVzD8H5lttCU/0P61vwKd5cPE/VUrtgkVA3D+8lP1f16bFP3QxbqOomOo/LIabvz498z8a7fyM6fvmP8gjkAawtO8/Phcgogpb7j97raY5i5vVPwPG/qA4k+A/EtYix0Lo4T8oauFQPgvgP4DvSKyCCmo/J94Uml+P9D9e9hI4Y0fyPxqD3lefZdU/hh1rX8FX3j8gMxOb4hTpP+/65Vfwues/cN1lPNLR7z/EVBId757kP1l1K0CbRvc/jLLEscfB4T8o7pTHAH3bP/isUYvuXvI/BgOK9rZm9T/8FpR2f6XzP0RQTJzHIdg/fgwbherT5z918Do6Hnr1P7lLyRwiJOE/48sXwo3Q9j8WeuvttSXFP3oWwux3f+E/zU3fWX2x0z8+/rhT2YTZP+pvr7Wdr+Q/kH4PqIOP8T9inrpk+6D3P5SCJ4TlgOM/jgihboyWwj++6TR3N//1P7gJzOF3ROs/QGQOL0Re8T9QpE/UbDiuP2Iwm/RXlew/fCyDMrd94j/qI6cPJxrVPyT8VyIRWe0/sCfolpUv9T87wunH4o7VP9LHgYZrS8w/Gl/7VmiP9z/osFWVhjHzPyW5Nc7bY/c/XlP07KXY7j/Ql8dRXRe5P/vnJIyg7OQ/Mg/wmmSy2T+WYS4naqzqP+Afgl/0Fp8/gaAlSrkg9j/y04PWaRr3P541TUNL3uU/pBqKPEgHvz/sMcMageu+P0oOcBKbouQ/goPm9/a/6z+BVuu1dOjtP8Byb1o8xvE/JmuBh+JC8j8+B5/girPNP+LQKi/qrO4/yneV37RI4D8AO59RQJ2nP13Bla9Vlvc/WrsaaUTR4j+gKiNziADgP1xYzQ6JG+E/OgyBYGFh6D9Ycy+sKsD3P8Q7a/3FRPY/X4Ohi3Tx6j+AeunN2YnrPyKPDuq1PPE/TGqVs7uE5z/oJbWGgE+zP9Cq6vUu8+U/UaQ9k9gp5j+yrAbko5/SP1BrE+mnVuk/ljQPfI9G0z/YYqj9m+7ePyfbeCWY//A/rC02NM9j5T/gV+SBoGDCP9C3FaHFqro/mnVpNS5p1D/PgidYSk/jP0iErRR/b/I/4FErlIwDvj/uL3PLfm/lP5QeVkNlpbU/iMj1xaso4T8ZbCy8Mr/yPziAFj1ZNeo/DKafWMxe7z8o89KXYJjoP5y0d1Jvt7U/o3uXbVIc6T8VhPsEfNbfP5517db7tOw/lrPkbt5M0z+oCkxoRubhP4CY7UrN5pI/oO82ail5pD9amTrbcsrPP6ydOvELBMQ/a8jU04PB8z+YOad3OCuiPw/Z+MoIhNs/RZwVod0k0T++I9h/5C30P1cy2lpVM9k/CCAmLS5cpT9hpitkyPXxP0/ZJ7e9dPA/4umB+BoEwz9k/1fe8W7NP/i7JMvuwLI/auzbXmR/5D+FlJvtEL3sPxU3MTnIGPY/WPLO0vep8D+bcRvpHQ3bP9iATECrHPA/8NCF6aGl9z9EX9pB0AHdP2lLVWIkg9A/rpBB89wMxT/dUIItmofeP0B8xZnR3os/yWYvSzs10j9oEAHZLrzuP3QBEJNXELA/7u60Rxx/9T91fJdVznfzP2BUTraJG/M/28YDfZgR8T+a1EbLs83pP2zM5PTxkcg/NsDxasKr4D98QCfvDcLwPwQmeZYYz7c/NXrxuxPl9z8yP1f3gCbgP97LNOk5KN4/AKjIpwMV9j/iG9W7nTzyP2F2XWjw5fI/4MZvqzSOkT/8x7mdNf/0P6za2KOIkcg/I7raSRSs8j/Heot51E/3P4z/VnnuIvM/M2oSMcqy9D/s/xydih71P5BCjQB0keQ/9nOc6Scr8D8L8f0nlwPfP01W14WWvec/xIOMgNyi8j8P0/c29ArRP+QveJ/wQ+8/cHy3+aad8D+jUTzP67znPxrsWmETkvA/TtT8ftHb7j/mHn8oKU31PwjGdGuRDPI/JVvFDrK89j8Ai65bzEN4P+YstaIlN80/30akw0UE9z+p7ZxF03rnP3D2mLymIug/3rEV5ntE6j9LiHmoKor3Pyxxnjvr9Mo/yh6mkK9V8z/BbLAhVL/QP/xReakaFcE/qIeQU9RW7j9hILiOlQDUPwO/etsvD/c/TgvvQcIb0D9+qV9iCnzgP5H2Ujrc6tE/AKgsW5zAaz9DOdb7djTbP4D4trhs3fU/QsdAvFw07T+1bXRwCArZP6vANrjHUdk/3gxuPkB/7D9GLip/xX/CP54rDHRtL+w/Osfgacq85T8IYpi0z8j3P+L7XSch9+4/ouknVsci8j8YughX+ZzxP8SLEz0eceU/4rLdTt+gyD+oJeHdWnvhP07ARzsy+/U/RK84uBgvtj9YjL54IDbYPwLEpaZ4/Os/aIz9tMfc8j9CfXnmIpHwP/AsKx8fi84/Em+Y1BR36T+V43giSp31P1kLW/Ub+PA/kiCWKwqr8T86+aJ7egD0P4w5VMZcNPU/f9fyMWPy4D/YSY1a+NHZP9LCyyeDMvI/EB1lJNTp8z8sZtlGsMDiP8cD2ulBpPY/kNEGkHzs9D8sM9R58FDrP1+0FqsvmvI/eyJD9KIX7D8gwIcnzbb3P3t63W/59fA/+N8w0DVO9D/tsJeHB1H3Pz00VCxaNO8/8S/FScfa8D/hJHiDGf/zP5sr+Oe+C9A/YDU4t4lg9T/kZmMAxx2+P27HAtMWmtw/Llklm2hI9T/80jt3iVbcP9VBfxd9M9E/6h0KgBPh4z8CQ7UeSXvtP846dmgoYec/Sx0c2eUM9D9IYGHszOX1P9J/7pFVBuY/AKVy2c8E9z/sER3dzGTvP+sv2XEHzPA/VY12k9Zk1z+oUiNSqSHwP5gELw4Qe+4/QoQMN9Ua4j84LiUuzAP1PyyuKkBfD78/IrXCpH0+9z+u+LtnBbv1PwQC2NMlK+Y/NdaK9C5r5z9dQr3ZXITwP6lHcl+3KuM/RwBPAvcY8j+WewAFx7fgPwsVMThnbvc/3u8qTkPf6z+7P+ALAEnxP2rULkjj2O4/PGcpkV9Q9D8sNyaBgTLqP7KhE08jS/M/seZOzl3X9j9OO7D1ZIrvPw3Fxkav8O8/P0MDR1788D+wDH9kFqHdP4if6GuC0/c/8Kh/iX5g5D/Ixm9hHErOP9V98eOo3fI/OqyU/Xje4z/AQAtkWVLrP2wVEmjqvs4/tHPo0lpw8T+WUM2JzgjoPyUHnldMZeQ/tjXu9Dgc7z9elAZ/iCD1P6nl6Xr5bOg/kRMETeRV8j9Dn2m1FUTxP7zRvCXnt9c/sEqdVYjO6j+RNSoRu1vzPzEIh5+Z9/c/b3VxvmdY9D9ehic51IzdP5RlrJqAbr4/eBff2cmC5T9AkCAZ0yaEP0CxFJA08ek/9racD3qV2z/UlxQl1xHuPwzpB6PF9vc/8iIpB23s9z+LzQKmfTP3P2zcSdUc/vA/E9CjHlIv9j9KoNDCJ9rmPwht7q2S1uI/HEaUmH3u6T/MGUO8sWPxP2kb+WvHOds/12XnIjUm4j+scHbsZT/uP28KBA/HpOM/3ovC5nHT6j9YPVQ0EIDpP7QC4gaAv9c/ubYo0Snx8z/Pm/TURBTeP7P7brYhvPU/CPMQotSf8j86NTe1M2fbP+fn3DhbJug/oLfButgbiT8hoKetFHLdP/T7qUoOq9M/0gSn9zL87D912LdtUVvTP3TyVlFi9dQ/yUOotZqX0T9qhdfxOGXiP5bNdAlsz+g/WADdTjZJ4D8BIxeOR0buP4zD+ZUzrOs/s0/HjtNN8z+2d+riPh3sPwhTWhfgMfY/JCrAyGc34j+2iArqJ8bwPySF/CYRxvI/aFxmPLon8j/m5v8IYrPnPyMObzSIt/c/nNAQ4Cuv9D9zPgf8j6zkPw5cdnns0Ns/chVyLH0H4T+ompiUa1LoP05KhByTcuw/6N5yNn9D9D9Wpq1GmCbRP3QLRKLoQPA/lHQ+0aiz7D82g1JD8orzP/DMoZp6P+w/NsTbhKIt5j/ioXxa4SX1PwaNjTTj1PM/MwFsCDqS9z8i2Xhn8BDqP9EyYdo5Qu0/0aXw2L+h9D8E/EyTOPrsP75QLaAU4dU/e0ijfNus7j/MHZGWgRGwP+BT3y85fOA/FJSMD3R29D8IOMpMLFrtP/68oRalh+A/bJGnsYtS0D8E5zXO2UbaP75LuT28vew/xShaOJxN8T9IDSNj/V3nPxJlUDEs1u0/kIU7D7WPxT8TzfvCaCjbP1u0/KrmAeg/0Flr1S6EmD8JZv7rES3QP4oaFtDRFN8/hVJD2ER56z/ORYcIgg/hP7wom5XpefU/TqqIhuc53z8GSWUMd4LtP1BV+Uvjn8A/7cgDT+Kv8j9kuAQhlSfkP3jmx8Ky9ck/YSa5szKu7j+1RvJ0ljvfP8o9JOZZnOo/dEELLvKW3j8ItKPQiEXhPxIMdXBR1e0/ik0Vy30Z5z+i+oVg4EnwP2c6hWxaMNU/GFXZ0qAI9z+enVe1YwvnP0/qnCCgXdQ/gLxCB5AO8D95ByqSNgXiPwjWPGbD3fU/8MY17B+E6j9tInGJNe7yP9iFartyArM/6nvHUGxt7D+ETKKlsnTHP/Jpe3yjCe4/W+qcm7CM9D9kdgjBE9S8PwG1GFAYUfI/Bo+ZO3jF5z9I5DZN9/T1P2uUxjhOCvM/3TlgeAyl2T84Tn+pfSXnP4jbU6HQhvI/qBPmvJBt4z+2dGxOtfP1PzDtZB3hDPE/K1R0nLLb0T8dGo8ab6HxPwP/x7eLxfA/cRoDvxTi3j8UXwvbGV7uPzQ1agCyj/I/LUWo4Yqw4D+8kwiZ2mHsP3dCaiZrTPA/mJOcxnrX9z/0iih65UjyPwipQaQzy+o/QJe7c7y2xj8Ax481aAJbP5XOY7gq8tQ/7wpfoJg66D9kpXzRssfqPxRF50WdxbA/4YjpA/0K3z/fvcyXJZjpPyXhRsK4XPM/EAfu/8Yx9z80MA6SWCDrP2LJi15MYvE/Z1WLuGx28D+X78C3ThLSP75TxHA5JvA/WIXtEDCX9D+UV/5AVFfwP4ZCiLWYM/M/Gvto6zeW9T8qwieJiwXtP5ESsmJNIvA/c4HVioih5z9umE0wiGTGPz2t8vvz+N4/g/3zuLN83T9i0ZqaDNjjP2Y5OVPrUvM/DzM2P3SK7D92GL1zBJjDP4oz5s6csco/65S59Q9e8z+JsxcW9cv0P/oXrgZx1es/UrHOaG4b8D9ud1Vc25HuP4BHbRs8tpc/g0D5iIFM0z/7LzrBD4HYP2CEoyzS5uQ/3o6JNILA0z/GrdutdZXlPyTNMt0r4+Q/FkreGgbl9z/Lt7CehEf1P8CtlOwbyvQ/OKr/5fPp2j+o6XsVSQHlPy1hVxuMpeI/rWVwBFY72j/81AxSwWXkP6Brw3zOCNk/qfrJyzQK0j98c5CtPr/lPxDkK0qDkeM/iuDAJ/3Z7j88yibQNzPuP+gh5GWaoPE/+GdRq44DoT8876mIZ+zUP8jDDXzzbOQ/xByDSWNZtD+EVb8R4A7IPy9++v5f79I/YcCqrpLl8T/WXKPS9V71PwrR0HXL4PE/Lh3omM6JxD855TIVehjzPwAqQPtW1dA/BjGQfgLBwT+aKgXgaQrSP6T2MQEs2/M/cPHN2y5mvT8vl9xUR6TzP/aaD4wKruU/gPggwPfioz9KtWJf6T/iP/LAFkdWDeI/z9LUal160z/JVkt8/N3fP5gdPEW3AcA/PtbhJbq/2D9CNR2f5OTlPxdYiOXLSfc/9zMRy9qW1D8BFqJIzE3qP1i6V0xJocw//o03K/Zp6T8iZW8yD0rHP2de9hiLx+Q/5VGu5Wuy7D8CMdstU6/2Px6cl5owrfQ/i4Cj4cHB5T+4a7WJd7biP4nFphM3FNg/lb4wHMZw9D/qvlJyg7fUP5VzTP/S/fE/da/wrMMh0D+8NQjIHhzwP0y0v2nZmuw/ulga3ORi9T9OZMbwjT7wP4a/erqfM+4/Qbo8xKKu8j95GAEdhrbjP/ery5LKAfA/WZrw49fb8T+mUQwJ2IvkP7iZo6wyR+I/ElONWrhOyz8FBSolzRjwP5dZaCexFPA/hjvJEAQu4z9ij7NnOprqP0bpknJ7z/c/7a1UDSJ80z+zRPD269rhP6aRQg6gZdc/GrZBArP96T+8lBVv00b0PzXfp4SBwuo/eA1KfEwy0T8IGHNA/knkP2uuYCioZPA/9J02A7E3zj+yLLfgsHjzPwtk6193a/Q/IqgBWWrc8D9AHwKynFHDP+joHILyf+o/6io7BqqL8j8stMQ84eTOPw3KCcUu7dw/u4ukDikG3D+Q2MELUGXwPxsJ75aWW9s/pD2N2YonxD8+YYT4WtXtP4bVt5n/euc/eNGl+0k68T+ky/rgNC71P8N/uq4wj/E/59ln0ddl2T9kLbLJZifAP83AocrjnOU/uC0klOd6wT9Y8R+k7U3nP9soGtGlY+w/2tdxiIU2zz+/WKBYflndP4RIbBzh3PY/ryx85ATN2D9Awib9nbCSP1aSfNmR8s4/oCemG4gW6z/sI680C4boPyfZvjeCifE/pjg4vOau8D9CPilbD77OP88rCr9B8PE//TDJZkko2z9AMt+EG0LuP9COHX0h1L8/ZJ0rlTibxT9Ix/bMJxDlP4mp55TtN/A/CSkeK5Ly0T+cJUpF8y71P1THCiK+4Mg/7FU8BHF5xD/sUbqMTLj2PzPHxiisHvA/XlGlONdIzz8/DAG5dHrwP7DKAY3MQMA/yeezCJXx6j+/+PjgKk3XP74oYaZmV+k//hYiFEXh7z8pSp3TNJrmPykyueQ0nu4/uNQht9htoT/PpJKeWJvYP/y3ILsQquk/VCXvq/Gf7T+Sx0d4mmzIPw5IygTDzuo/DAh1920Rwj9gb26monPHP1SCV19vPfI/DWirRw0+6T9iX7qbz9n0P3WXOjYDh+A/Ru1ErpGB8D8sYtMe3Q22P5Je38Pb4cQ/6C7BcVuQ1T8tJ0LnowbdP7iQfsEqAfA/KM4tIaQlwj9PZSBNrOL3P6wACgXbGLE/oOkI1wCtmD+zYuJnldHyP8HwN6ZsgPY/9oqZLSrm6D/UND3IR1/gP0gg3RPHr/U/KX5t6iGM0D8uvxee2QP2P1SuwDdeQ/E/b19Rjx613z9jMlKXg53yP/bTsqOb1fU/2i95VYy48D9mJ8zzQBj1P+BZPKzes70/BjCnSzm68T+KGO6wrrnZP+hjzAQbSPU/s26cpZ9a9T8AaPi3ocxCP2hgfKq+C9k/YF42BD8etj+y0I++IlzpPzxyL//R+fc/UMeEMS0M3T8YasQUd1euPydaq3YVPPA/WjT0AYVv9z+Y6Q/IWHHyP4T+WKRChNw/rhvMTjVG7z84yzAhRbTzP/fodYOhv/A/NFEx2WyT2D/3AeFOWhT3P2P6KNKvYfM/jiScIR6yxj/n4k8LXvP3P7MgbSbd+e4/kmCvgZ+sxz8EFO69ePf0P6zMojYW3vM/g8e7eJpC5j8RAcDwZhrTP22f7Vry7Pc/JKmPx5dm4j+mWWhHL1n1PxRxmwLHOd4/eiLcbZPkxj8AryyIGEfmPwDAO/hPn8A/PP3aRvrA8j/c87ogzeTxP2fK87BKF+k/7O5oF8we6z/wtAw3aFncP4uJVD8TweM/necM7pwO8j+nsZoOulL0P4JUUxgmk9A/CvqHjqQM1j/ZO23e3QnoPybKW+0YH98/PvxiCFxF5T+D7abL2TXsPzTkJ0HZD8Q/M/7p4NQL3T+MSlPpKq65P/vvJVG0YfM/eoew8T7h1z8hMpErN3fkP0N8qAcW0fE/RkEdgpWP5T/2Oa7vanL0P1Q9du32Hbo/RjicKtMx4D+mnZ2DOLT1PwhV7y0NON8/I6TWUIfP8z+lIGjIQXHkP38K29+IE/U/dTWjZoL79j9mUUwv1qP1P9hymy0LFNs/+Lv0ND3g9T88omuTebv2P/i14zmKG8A/ZZZQVQLF7j+cECj3xlfwP/C/ya+krpY/il9O4br1zT+GTxdpaOHKP2CrF5oH6cU/G/UIzCuQ9j9GQabp7h7XP4CLiUqekMU/ZG7y8nKTuj/Ikydq2RXmP9ryvqYpHvQ/PBoGyPhk6D/aF6x6ZUvuP8pPf6RGu+o/9NtBYtPV8D9SzDouYa7lPwyIz+sqRc8/OE/6Zx/D3j+IrTmxEoi0P/vvHq0l5us/zLSKivMt5T+gbKady9f3PyBVG2WegvU/pCs+DL0hyT98cu9hoj3MP0Sv2yVtE/Q/xFaXmUAtsz+s9IwrNx/jP2p/2HCdM/E/2oHTltxj9j9oVGG/8YmmP63dLBqaS+U/EhOv/Y7X9j988jnkXIzmPxm8kvuJ9eA/+Kbq9I2b9j+7fu2X+izcPw/LYb/jUfY/+KVHtVtisD/9X7ZgTNznPwBWdJjm9HU/WkCIFG4O2T/g4SMul1jxP5j8QMEdQ70/5AN//PO98D/iJCylzDvQP3k0nxxaKPM/uBTIBOyM5j8GEpeyhwrIPyw/a4y82/U/Fi18Ojao4T+cpfVLqCbwP3hNFeu6zqY/cNg1E1Nd6z+cD87ggfHfPyjWEf+59OE/qsmp5hzk7j+klnxcgbfoP9TvUOlNku8/Gsnji+t98j+ATy2WaxufPxQMm23DJuM/MnR85Lf+8j9GJa/qoD30P9i3o4j6+Nk/mQ6xkAKT9D/q9XCsT8DsP443C301yu4/V36MndJZ9T/ytazdkk7cP1ctE9BEJvc/bTAOXGFq8D+dhyB7yWb3P/65lSu4Z/I/LHjSaguw9D/mQXKGDlHPP8CSH3Ijw/U/RpBrdwEh7T95HuBTtmnkP0QXCPt1z9k/yzfWgyTV9z+mK6i4ghDqPwjvkEsKtfI/8jM4fSMh1j92WarHVn7xP0aGOcrSr8Y/GH4UzB4C9j+go5pAZUbhP2evmGDZI+c/OsLyim6B9T/QNAWWVdy1P9I/wlxGOfc/ADpji67oiz/apIKTk3btPyWpiYd3PfM/L4BQDMEq8z/gWRTQnDSzP5hL78KEns8/exIMUFD19j8N5/gWnx33PxNVFe4K8/U/a9Yf21ii1j/Y/FtrcRTXP4R4YX7jtPc/OL3bPqb+9j9dJ4pYYkfpP7yWItP/iuA/xK8T3G3Mxj/WJQ1qOQn3P/xrnjcGh78/8nl9xnq/2D9Yi1+v9lPEP+JSWSHEAuM/jll4fSJ0xj9X5bwh9mX2P4cCGsiPc/c/PvifZc0Q0z/65y0MjEvxP9rGvvJmPMk/oFQse3Cv7j8gS/k5dE/uP0wLmN7it/E/+iEjTz887j8QujYeDvv0P7SL9jIlT/Q//LkUmlxd9j98M+lRNk7pP2Bs4KxrmeM/agMDj16m5j/n6gTpgfbYP/LiC0c53+A/uj6NtMB58D/9qy8RWlXxP1sXTmE7Zdw/9WsAbXKA0T9RDNZcL/73P9V7uGelpfQ/npEvawTB5z+LzfYJO5LeP7VwoPlSXuM/mq665odf8z86wyC8z5T3P1ABvzhHpuc/zEuvJaT30D/M0Q/YZcnwPzwQHHU9wPQ/RfbfL1Tz6D+WLf/aK1flPwVVI8eigfA/R/StPGhz0D/OWVmMqQf2P2REjitokuE/d3+lvL4S8T86q4W1a/LHP/cfZjLp7/c/NIrFFGv38T/wpyo8/U+0PyBcNR+XYOU/D5U/znpg9z/6nhtD2JfZP9DeqZ7Qw/E/VC/1T3k84j+0aYUxu/jrP/1ORSXc8+s/2wtqFg7m7D+DK1mMcPvdP3h7qc6LDew/+EMlDFJeyz/A4WBBD2SFP3QVBV8XUtg/O6A0w7Lw0D8emqVYrsjqP1nDzH7NquY/jrQknmMt8j9G1HpV83blPzjPhvlZ9tU/oghnDk0C9z+0GpM2NrX1P+B/mZLEBuA/otgQh/2k4j/7uMShrOXsP5wG/0ayLeg/8Q5vZkdc6j8aq8IMwsrNP7IM3dFUmfU/0guEFGUJ8T9mFYkl7xLrP/0IHPLtFPU/PKprW+pr6D8xpA8/kb3qP04VYrlQ6ck/ZNGrOn6yvD+A3fl0U1jIP8p0YnBHovA/BshZ5CIP0z/cpsix1ifZP7Y2Eeo25MQ/LgVADZTB6D+TxQ9KYK/ZPxzcg/ysT9U/XArKMkHN0j+CFR8RxSX3PzC7VA8jAvI/dGDXr8f9tD9q/rKFlkf0P4fH5OxOS9U/RisyRnUP5j+lDnpceOHrPzUjLgFyK90/ljHIDhUF6j80aRzb9pHiPw3WW1ZxYdA/DzhYaMIV9T8ixoV+wLnlPyznwMljyuI/13QEXDMu8j+kIiB3YvSxP2y9XUXQUuc/BntEHvqv9D8aDyoSncPqPxDWfmLE86Y/p976eLYl5T9UKE+OLMPMP4pazR4l4vE/5G94hfYy6z+g1WUb4TvQP6om4ri1d+I/IOPxFFHo6z8ufCzOzL/3PxCK3qj5Vss/qQxIUo7q2D8Z11FeK6XvP77Y0yBSF+g/4l95Mfd78T/o3PkcaRGgP5vZuAsgHvc/fpF3Disu7j+wgHk0E2akP090e5OT6PQ/wKfJ8UTD9D9gIe3wh5uZP0bU5ZbrE+8/IBZXdjPKgD8cfRSSrsTGPxD3SNLfQ/M/sj4D54l86z8KZPaMswLTP64qlk2PKuE/UM51G9mA4j/A5GfONZXqPxuCgb7r7dg/6iP82LkQ6z84V30oWEbvP4zoET2S0L4/LW+ZBl5a3T96NQIRzovxP+qoMfNBB/Q/REV7IYbX8z9ON2EUdizmP/DqxOOYZuo/fYugdSs14T+8BQxotZvVP7nzxvlFP9A/RtdOcbnF6z/Cw97P+kPrPzLMnR11DfE/iAV3jbRq5z80+xhovvvxPyU9OkyB/d8/UCuIuFRV3j+aGjRx8BvvP9IzBvn2b+g/4aOCmIUX4T80KOxOlhG+PyxL6ex+ceQ/1cYB7GqV2z+XdkD3YmbzP4Pn/jV/UtY/mlvI5lew6T96Ry2Jj/TSP4Aw0+kuO58/yMRgMTu69D8NLq1sl1rTP78qDQmwyOo/XJb897oH9j9uvh38BPXPPyDdkulxC/E/xkQbvEnV6j+QKRXlGEDjP2jD4P37Csk/2htWmYpa9T98sj1ggzngP7AbZLzL58E/jtd7mcLV9T9IlYAyIyvoPwGHPHJHleY/RyD5l8em5D8DjSjZTgn3P8EszKEsHeI/OEbcTtoe5j+8w/3/6Q/jP4RliP4GouQ/ARxlrrQA6j+Y2kUMoOiuP7QBE1XxdfI/6+v9rIdo4j+CFoP0gd7pP8LELsfrSc0/tPkvsEOTsD9AZ5riauKSP2q2SijoafQ/tDPK51Ih9z+c6Tzq5xzmPyopazNFGdw/56bef1yo8D8KWst3uvXiP8ZVVBBERsA/DMwmOhhrvz/WA825OGLkPxbR1Ezo1PE/AFmmy91Nnj/SFY4oEDrnP5Kl9MYrS+o/N4bMyJKt2D/c7/T3+SP1P1L3aySX98s/GR7TyhQh9j/xp30ISSfyP87dyMOKWOE/rzaE7wTZ9j+oSUn6ovyoP7FcOgTuRPQ/TnI2Aw509j/+UwZYT3D0P0Kx8v+6lMU/sijXYAWZ7j8Ax3C/Ct31PxaF/luudtI/6I0WSwRu6T9XufZl1W7xP7M7Tb1lPvI/wH1n3tl5yT+wxBiFytbCP5yN/V0qP+w/OqAabnZ99T9euy5AlDPJPw513qpuXO4/Bli0XjDu9j+Omr+r76jiPx4n48JAxsA/VehbJdlc0T8DUs1cW3/oP+h61kssNdA/ILU8T+jE5D8ET26yYHW/P0KNQdthT+k/hi4Rq+QG9T/Rayy749LuP2DyKnE76vY/dkn3bZrF6j9gTaclltHiP8i0C2LjLuc/aoMS+AHx9z8c2HSKTvnzP6DJOxUB7+c/wkLQB/n59T+HUVJ7tejyP655Ypm3QM0/LrS9c1no5j8EDZdCO7nsP8Jy21w8QuM/uoLSTWKG8j/2FV0KiV/tPxjq9uoL8vI/XNCeF5A88D8sCV3tyNbwPwC2WyVewrE/PmhiEbGr5T++TNLGBmr0P8BsRMwlYJU/wzH5cxQQ9z/ETmZPCWrgP65RmXwLq+0/rcSL/Id79D8K1nVq7S/qP0KrJ/PWBeo/xgvtP4HCwT9QG8ELo+PrP3O98NIW9+s/AAD8ui34Uz9xHMM93IDtP5qAl9/Y1OY/CoXvZAZo8j8l7ho1/qr2P5K5lsFxmNU/WHYq0/VC4D8v6Q2dRnbgP9pp44P2iuE/9kx+eONhyj+teXfsS6TiP97CyMG4kPI/uoCI8JLD9z9DEpS/S3bwP8bAP3KFufQ/HayrA1bs5z8P4K29GTLqP1rEkqOfp/Y/zWDUyYcO8D+BwZOpNe3nP8BT1gOnJ7M/ZsPXI+w7xj9AJVFBoYWUP/K2vmssrsU/Vx2WfGwi2j9M26Hhd9ruP3gHSKoNrLM/tr2sfDTP0D9k0ZGsSzrlPzABl/uP18M/1x7QwW5G4T/Ud/xqNgfpP+LGs3lmLsw/0uK76Vu1xT/2SxS2vfbUP9lvxtLyt+I/30j0lvBd5j/xPvqXNPXmPx6FvDgpt/I/djIdelMV9z/4oY85ngi0P1vNJRwn9dU/0CWlQUHmsz9kCijWkZf2P2BlJItHzto/yL1d2tHT8j+aqLv8qfrEPzQo7SKDy+4/ss6nev7yyT+e36oQetjfPzijT2jKnfI/0pYBQ7lP1j+FWy3mg37wP6S3dEgHYcU/DJ10YNhX2z/h/QDZ7D3fP7GFLetwTu4/FHnVPneu8z9CtmVbNzDwP1Ah4r8r9fE/NcHp1k3A9T+lBY9n4hrmP2ASUYQ8XfI/mJ/9Xn7Tvz8CTvQCg6LRP3j8ITyYKc0/KirhXvhy3j/Jy8yqDd7sP+mNRDnhtd8/fEMUyrMN7z9QNzpld9jJPx2vH96Vaes/n1t/61TD6D+AsRzNgGdtPz8EZvWV4vA/2KPUJ77w5D8orImm4+r1P8RgTzI0/vM/ZcA64xNO9j/WNY8O5iz3P0qbd3DoTPM/WLZhdykH8D/6qEo/PkHhP4TD870f5/M/NYYEcDDS6z/y4swfzirFP6gFJFcNCew/ZHX/3zFm7z+mrhEiM5DsP34UpKmCA/Q/AGPherd/4D/YTQgpYGDrP+TMDCAkb+0/YvSYVxBu9j8iz8vLi6XiP6J09V0Zrvc/TFB5rImHxD8oG7i+fMLhPxx+l9/88+w/AUxaTx2s8j+oQiPiXdi7P326q+yue/c/eExPG7V9oz8wI+P0yR2hP+gxQK2Cfek/OFuqyd33yT+G2jlC+QDNP1xJvJsG8vA/GMuGcGpj8D+tFbz7/OP0P3Qv2nc/KPM/tn0jeWba9D/rNILmcfLwP7Scar7aJPQ/dxtlQ62u9T+5GrVlgU7xP0qlLFBxEsA/QLrlVrZE9T+MKuy8VjbnPyAjAlgwuso/xMrOqGF2uD9cqloDmw/vP47hkcBK4uc/0iwFkwxo8D93Vg/7EB3oP4zmrSoPQ+c/q2AhPsE47z+4k0oN8E+2P87PkU4Ol+g/On1FK2Bl9T8cQ+zIBLD3P25pMIQ0ZfE/miBG8Zyn0T/aT64NFKPyP0f5luI0hfM/XLoOfSlB9D9kGjcYo6XvP/sAlVN2Pdk//L8yGFE86z88tFflIfGzPwevequOgtU/Higj+Dck4T8KlfWvCwzhP66GAd8tpvU/SAIKNtZ6vj+4GwK9cCT1P4N7AK0ZNNU/ZsLnp53e8T8flBCVWVz3P7IcJjTgkuk/D24MmSa+2T9/RMIBm1vrP5orLrDA1N0/WJ4yAWw36D9AuQpAAiqKP9KI8aEXSdo/IZBf8eMY3z/em3hCCQfFP08qaJKMGOo/QNyHvZCB9T9asqgruh/0P7QQZjNJh+8/UPMF/d9dyz+7dIWNfwP0PyNctRFcp+w/RVQdTdxu3T9ZZllW7HzlP6yF4n6hSfE/3MoMsP142T9lTJ5jRnDnP/GL0zLZvdI/JGOpq8vi8z/11MLS3bTfP79GrDyh1/A/ZLDD63PFxD8DX2SJGLfvP+rqzhqu0vY/tNJKILMB5T84NK5PwgDSP8Trkth4+/Q/7siyJJqxwz+0KPxVVV7BP1k28Vrui9M/dx43NffN9T8LzZUvDb/tP2o2xG1C/sM/FlYjIRUI4z+nxOEDAIn0P4IAB9K1UPc/PnOlYebr8z84JKF9g7ilP0VWKGgZB9Q/EHumXcyV9j+1C/PremTkPy7OoaxFwe8/4PXLDFiC4j8C39fkBdPiP2fVgwShUeg/XcyxmUT41D+BOxHaWe/0PzJWmd/NOuo/XJkaVXonxD9MKi+cayTyP2JQ04SybOQ/6gHuxHc02D8iyLy5WinoPzeWYPsd9uk/XAMU65/Oxz/DyeJpLyjdP5k3yCQ5SOU/SQpr4/648T/pfeK515PyP+ac+Yb57Oo/OBPBvp7EsD/ENq1mQ066P+p9W1D8BvM/yEHdPL3RsD/QHe1hfKHaPxV2lItMNfY/8Ai0nyiF4j/mTyxc1J7MP4Cl2gYKhdI/nUERlmG28z/oIEkdX/32P3FnGk8g7OE/iEARheLZuj+hDKdTmyPyP+HC2ZVS49k/wLx/Mu/zlD/6er5OKlvZPxSjj2/Fg/Q/cJoxwrc6tT8UDw7Y5MDiP9QzoHKLRvY/cKU6Sgdw6z8c7B17bITnP9Scb37E+eA/7Fhm1Tji7D+okl4jdQnsP9Mwo7Vbhts/gGEf0esk6j8drrFTnxfbP6r3Yyx2D/U/pH2LeY5P8T9LfxmzEs7eP3Xrcz7P8PY/ViiwaqIF9D/ejpXiEnPgP97GrwJa2Pc/7SXC9YNY9D/aIRW9CYbhP+F2qTxC9/E/jsFGq5Y6xz+nHoo9AbjyP5bTJXp+v+4/hGIp6fee9j/wVR13XFTvP1FC0FAjG+Y/uZALeiKz8z8o6BlW0RrVP44a+Ri3Tug/SGV1wJYy9T9q4wDP59/HP/ZtU9TY4M0/4dAYnGkC4j83mx2Hqqb2P4az+HEai+Q/YGe03wiC9D8I5VTgSiGnP9yWq8m7asg/1DUzlHD48T8252dWIPDsP/6Q6nCs6eM/paQJLN2c9j9QqsO6R/+iPyjioVtUytg/snT68oR+7D9Eu//nm5L1P5hfD+P3w70/1OhIg7dJ9D+ORmXtaC/vP6Ihnx0Ok/U/9K2ZY8HQ5z+s2MjXhSPuP5tIuqL03PI/1HEiJLv49T9Mnki3ee3dPz6enY5NtsE/LvsaluGx9z94o3rRwYPJP4kAPgzj+PQ/uApVbeLVuT+sAjKn+07OP+Lku/Gr9PA/zWMshcFO1j+m2zy+znrwP/zZpnmVD/c/1K9CeqZ17j+sGGmgQwvsP94OCgD17dY/Idl5vum+4j946Ch0T1XCP7ErCopW8PM/pcfWK+g94z/+NknEthjkP+lCFKSpk/c/TZ9Z76TC5D/IUFqzdwW0P66GHqKxYu4/LErJaYfa2D9inLYpDYLzP4SrMVLNIMk/G5doVuVG9T8Or4pfqAjrP3a450mf3vQ/9myr3fnSwD/EV7sJpfrOPwiQw6mnt+E/GF9JHRrvyz94Q6Ep2p+0P1MR4lwpw/Y/hE2uXGaD8j+kThfBcXryP2iuEAqYuO0/wHyNf9+q7T/y6a0kawT2PxyHWVbsbO4/IpGMnnxa9j8Am8jacpP3PyRa30jerPI/CC1SobCj9z+HtutbVP/hP/CG9F1PFO8/PAYx4lGGtD8hHJXRtc/rP0332SAblts/BK352JDssD/HQzVwC/ndP67yfMH75eY/wyMngMdD7j+LK9Q3uK7SP4eudakxH9U/qOsU0GS55D/tM07BcPbWP+smrShfSNA/GpoxJplM7T+kApNOJED0P2vf86022/E/6yAotLbt8z+QO1uk452cP3ZQRuqmMec/cnZ6yHqT8D8IqSHuGSDXPx7oLn/R6vU/2BwYh3uC6z/0yUapDbDsP6O1R2v2kPU/5HCDr5wAxz/YwponHGXtP8YvDD4jceY/aJOPpIgZtj8CwPwW75zjP5YoHDQLZvc/cvSVg9Fx7T8BilGf7yTiPwdcw+0YTeM/0TMYBPbL7D+fZpVZQ3v3P86pBkv4+PM/QMk5sLM55j+ZP01dc2/yP5RKGUtTneY/5pwfkYlFxT9Rjv4Fr/HhPxCToZh3fuU/5mgFz0fF9T+cLeY1snjTP+pGiY84tNQ/R0MEPTF30D/sYvrhNnf3Pz9heGkCUvY/x35Ymf/a1D8qPQk38Cf1P2YzCpVb7Pc/Fq9wA6Da8j/kTD4S06DyP21/4ahNON4/cbvk/f3l8j+m7LYlxwfhP4gNEtY9k80/YsTCwG138D+4syjB6fXbPz1Zm+smaPA/Kn8zsyfSyz+fadqr7fb0P38qqGdA9N0/GEKHjD0k9D9tTQmz3k3wPzjuNOV+fbE/oOv3l+0t4z8Ekh9APBbjP4F9qMQm5+8/RVs9Hiet8T+gPTaDbinnP8S/1+/KKeU/VqzxnQGP8D8nMLNn2fX3P2bqHLhI0Pc/b+TCYEaY9T8iCYRgYUPbP9Q1jW8DNOU/ihTp98hi5D98PHYgCVPsP5KiSXgALdg/ohaThJHfxT+sb1ubwXL1P7TAgR2uL/I/iAoePi56vT/6wqvzT+LnP/GmAEiBb9M/ugZ6EzqP2D+pEybjl9PZP6LBmFt1QOU/cYFyMbGG0D/qTvIxvZHpP1QP8Jz7fvI/kn2Jak6K8j/SuXEzu37PP56JTfyZXPU/gI95qO8J7z+4XFGDiJi5P5hAn1v7kOI/ncUT/pEI8z9UqiURKKDxP/6PtjXFsu8/RB4LNMZA0j9a/yya92PhP0y4yXTTst4/REr1gX7g6z+CuBzzbev1PzhI4IPy6+s/KuNsXDqZ8T/SrXI4M+DzPzwEFahMB/E/SEChfX7krz88AOG38dfOP9reBBPZBeI/pSFYvp7w1D8S8LKnRWjGP0TZu6N1Zu4/aZ9+tmGp9D9e/ByFeVLcP1C2n+IHn/Q/BCC2W2iY7D+lpTB8kgn2PzHnlicic/M/aM8HI2vZ6D+7MZhpDk3ZP1ebKK0xTt4/RTsWe0ZQ0j/yBzA3HQvzPwh3Dl2Nj/I/wxutaswu3T+MsyL3pvLnP8xfx6sF5+M/ko9ucOCQ8z/o/vXAK4LwP8K4/mcDKts/VqoIGpxp9z/QB5JuvFPmPzbrHsh0wOA/8kuVmcdv6j/i0ySLzdP3P1TSN9QIFuo/XjIuSx635T91R8FxTXHzP9GvzEq+W/Q//pgP9HIT9z+8+2vfuQ7xP2QZViYfK/M/F/yWLPZB8z+6wFaxfXj2P55X5hf6TPU/R6sbpJ2x6T/zmr3cuZX2P+KSgEjHveQ/O4cxkYAk9j8sEPVdhpj3P1ZHKtkE1uI/vsA5LQ2c3D9qJkqCGEj2Pwh3IwJVrfY/MhUCr6n/9z8CNkv4vyzfP44S202yMvQ/1IYReMng5T9+0uD77EjnP1zx1BqdCeI/FpsIMP/49T9IhO+GCcLbP2gh4Sf+7ec/1Jj+Xx3S5j/oug9gcHTxPwKVHlcer8w/eOBeS5jP7T9z8B7GF6zhP+wbgYS3i/E/ADALc3UBej82re9/ByDDP6HLdYSrSNo/37KvaaJB9T8AEshZ2qTWP3DOqeEXJ+Q/D7ANOv+k8z/kTZ8vuEPgP7R/kpLYhPE/kPfdFHMM9z/3cinC6VDiPz2DIxRv6vE/6EmaM39w8z9ASYskw92sP/x5hnz0Fu8/BH1079Em6z/kmbX+csDzP7JTVURvdvU/lm4kqlVF8z8ss18Du/HzP7kVOSY2ado/oHFvR30uvz9oRdvUSZnPP+hVM/u4JPU/Lkv3kO9v8j+8ZKyslZrvP9HI9w/MrPA/MhUd9hjo9D/FWvQOuc/UPxp5bS8beOg/ROsRAvQX1D9OQYD8eOzFP6Dg6PLeP/Y/Ver4LM898T8W1Obytfr2P1xTXYmf3c8/XCqsXr7A6j/o5AXxKi3NP8AFnUEbW54/s35DCtfr1z9NMithriXdPyIJZ3FJbPc/qLhu2OHh5D9zSen8Wx3RP5aa6+DICuY/aKN1n+Wh4T9ZiVFgY/TsP8OyNyQdWfM/aBib/xaC3j/6cVEkIafuP1DvYrUriOM/IDx6VyGC9D8nAbAvTnHtP0rq2hsXzPA/UOzOmRnq5z9QD0qXPnHeP0o1uyh7ePQ/eDBMIdup9T8qKuxMcEvyP064dRtZb+s/Ol99uzcI8z/mmdJ2w/DgP116KSmyKdg/oNX4a+i48D9YkgEe3FzhP3WfSke7Tu8/wUXeOEvU0z9dFt2QXpfQPwTBA5q3l+c/g2UbsjiV3j9A5UzO6tmlP594nb5DgtQ/+FYbSa2P2z8IhBlNvMjoPyyA+44IAco/YPldrANe7D9o52bLWEPFP3bcBWNLadQ/kgLqWz/t8j93GCNuUi7zP/CeklMSquk/lQNZL0Wo4j+i8u4DpUDNPzg8va2rtqg/GtPTzqHe9j8RQfYXtgfzP9btUGwJdO4/yvEq+Kd47z9rXPUT4ej2Pyb/nsl69t4/9MbWFDja5D+SyWtltfToP/lwPb9mXvQ/FhVhbU9p8j9Z00OkSr/tP6L1TsG13/Y/cuNsQoMi9D/puGuymwjaP6/qcirFjdg/oAflLARwjT9Bl4fKjm/pPz7JSZyCtuI/fkBY2nXy7z+EoQ3/dQzwPxDzkjTEdvQ/QJ+yrMaSwD/wpe667/DkP0DcqUKGYfE/0Je+aMZQ6j+Mw4OO8V7BPzYv9WC1jOM/ogyo8vfA9j/1NTCw4uLpP5DDgbowgbg/lP+bjIZL7z8Q74d5hYvIPw803/VPWOs/AILobG1HkD9ll7DgDfz2PxsWuu/qe9g/xLhfDyZr6z9OKNmeAQjUP7Gv224NW/c/DFlTSsEF6T9S6AileMrWP/ziEr5K6/c/7lTNqzQT4z+uKA6oW93lP4SKuGpMf/M/3p8f8V+84D9cA/8vz0nAPywt0rRBtuA/9PNJ4z7W1D8ZdtF6xKHSPyyamFNsGM0/BD2QdrWZ4z+Eh4/EbWXwP6j8M+G/n6Y/ijJjr+iU5j9aoE4FvPfOP0FrZg2mlPU/LOHvGLMr8z8IypWe4HDXPzIUeHcYAO0/vLSW7MB6vj+syovcbDzdP63KVcgMv98/Y5pqS9U46j/QFMJ4uzyVP+5LG3YVNug/TWKD7wor9D+2m+J2mFnjP4isFl8c2co/33401tzz4T/AlnQRmBCRP7g7uCqUCuc/rp//Jtf85j88sFzY1STlP0QxH1yxWrI/jASPKMOJ1j+mUeol4t7mP6EfCRskfug/lEEzU4tF7T+XXrFEW2nQPweDCJ9wXOw/Wl2YwZsq9T8wqCkxxnnvP6qtPUXzGOs/mhdwAcJJ8D8OxDYDJQH2P2uIuulTguA/uDxSgdiozD96/62j3cbKP5s1UCq52fA/N2MGjU/v9z/oKmLDXKHuP9JfC5hRKss/o+N/1M3p9T8IpBJMpbPaPw4oSevBAOw/OIQvnAkZ4T+in1kpT7TpP45+T5oLtNM/ybb4nKXc9T+YoYq9ZDL2PwA6ZCXTxZI/1Pc//P4lxT/+e97fsHvkP9ENVGu5WOA/wH5TMAwx6T8AY4A/lAJWPyBPF4sLaPE/Kp4LhehQ7z9JN3RWiH7dPwBt8NnUOvc/Kq0qgPV7yD95opiLa5/bP3w3nTdqVM8/Uh777sMv7D+wZJXNGvfgP2VFPYVRI9I/UOGGOa/Iqj/u4a7cETLwP+zdLpSvfto/wdF/5pJC9z+650af0T3tP73bsN6m8fU/6miKTrs/2D8wKUjbXETxP3pMPKlN1sE/dNbGlyAV6T/u/KaKZhHwP4zbx2qx2uc/kCtvp5JJ8D9QZBh6UtmRPxhWQyAOaOE/mCHkJBHizz81zDMBvbP3P6AuxFMASYs/EOlazpb5zz/AljJ4/1zuP7+ijOtecPQ/viriKLHT4j//k4Ma16r0P3+u+vG4jvM/CRnU5yLy8T9WKk19BAbKPxQ0Fbch4eM/C3POqNhb7j8AqgFlMTSRP+HFLh7AB/Q/j0jYMGhF6j+QIhewMUmUP0wxEJYqa9A/QKav5GYsvD/9YtA81QP0P2usWynHPOo/GyU6hby+9z8AmpnFcrvwP1V34VEMJt8/CGKD0Ygluj+ihddluuDgPwqQ6jgukvI/SFyHu9tI9j+Q5V9yTqGcP5xARSK5P/Y/9JqJ+tag2j+/Uzw5H8XtP/z8Wo3OEfA/7rXkj/Sj8T9uAmNkrEDzP4VmW8cwieA/pKPYgaL2yz9uDO8a25L1P12JOo3qCPc/+sL83wVs8z+WEpOortzpP/3rKz/lQfI/CqtdeMqdwj8SXmUEYaD0P+Kpe7PARMU/NiHKW43s8T+LSbpYGhjmP79nEjNquvY/FokG2arW5j+j5o05j5n1P2uWfEoG9fE/QMEO1EuUxD9GZ86JXxvvPyNgENT6Z/Y/XzGH1bzD4z/uVemy9MXPPy/p5EyLKvE/brhkjUewzz+2tXFcrx3wPyTH8Az9neo/6JAwd0dK9j9ijHP6zenwP6+V7/Z5Rtc/kJzyss3S1z+uAnI+X5jfP5dpAaaPHfA/Lqk2S4RM6z/J9UlhV3XXPyiUls4u1dw/hssCn1pg7z8M9nRwajfcPyBYE3hBue0/ACHT1MMsbz+r4JzkWb7gP8n9QwvMSek/bXvkicF57z+yh340EqTkPyrFDqnPiPQ/Mvz9EIeL8T9w9VZUe2jnP0R86UilEOk/QyIKONuG4T/6TxSTqhnwPxj5hVI8HNs/GMthaLiZ4T/OVLJWt/fbPxzLpjc1tvE/IpRwOFggyT+X0Iq229XXP4Prnyn9Odg/blQabb8W9D/M4+u8YTbiP4dMaZfP6d0/MQydsNN+4z/vM2QK8LjzP2QZ/oSlNMY/pAdaGcgwwj+mhj39r0XjP6JQP8ANH/E/HQJ59iqQ1j+Qfjt1kO3MP6B/++MzqpM/+UGli/s78j9tS/TwCqPyP7TxZOB27Os/xlD5XmfY2j//L2lpINbyP/CeYo9jy/I/rOEbsd3i1z91k62P3Yn3P1xfXGkd6vQ/AsE+5Q5w8z81JXCrCm7XPwsPMtcsc9g/ymfnhouI8z8aFfoCyb7YP1/ua/gZ9fE/kN+E7tkX8T9f1OF5VuvjP0Q7VKKTsvc/vLSsx9KS2z9i5sW//I3kP54+HyWEHeY/Fs9Miw9a9z8MsTVWaX72P4f+WoHe8PE/GF7wqlRRuD8T6JXl6LLtPwpvxe+F9PQ/0Jj0bZNJ5T8YF8SATA+iP1j26PzeSfU/a1pphsE15z/8gmYDmVXTPwR3Ggs2K+k/KZcso5Tt7T9r3VtD5dP3P2Sy0bUwX/U/ws6MzZ3Swz/YOxA26hnxP6k2kI2zId4/Dl2sOvKs8z/S7oHry7jQP7h+RVW5bPU/8F8e25Un9j9KLphiVEfzP9IuuDIpBeo/tZF/g8sj2D9Gi0AcdL7HP5r70ChRk+s/sLYKZ8zr8T8Zk9drESDVPxAb3AXcr64/PgOpZdIi5D+6mTZ0bQjkP1H/F5xJDfI/vfj2AfU72j+83Lp7QL/xP0BCi9AqB9Q/VVKUbwDM9T+g3n3yPWPsPxJjiAw1UuI/dCpWmS+z0D8oicTQ8KbrP/ysx23cWbg/EEqtygBd5j+QFbMjX7XmP0iWuawEGeQ/GCZvvpHN8j8ywC2l8+TQP+j+KrPvg+4/zntHYCg35z8gbaIeJ8vtP0AjMVdL//U//O4RYrGSxD8oDxuLuYf1P7E8+Qy/VuE/2Bv1T07/5D/qXjoMVengP5icQ4pIbrM/l5478o3P8j+Y3RJDHhvpP9eEtyxsttI/gKaXgi5IiD8/I00Zccn1P1eR/C7pz+c/EC+rj31B8T+fGWICI7jpP5L+qVjhSMU/QAu+cL+ipD+W/21q0Ib1PzJfC4fNQ8w/5lCh/2Lc9j/upx2Dy5XoP10+gGFvU+0/C5WAu9py7j/O54+lXrPNP/Zrw5d6/+M/uzvdm4mr8j+SkNIzfIHlP9lL67FRE/M/xXklcMWQ5D/AZ9RDYq3qP2cfQ/AVwfY/5EjLBvfL8j9EHgAqC1b1P7fHPe3laes/HwfOSqYc8j9edI6h3WbrP0RkxRN0guM/Wi0c6BEt5z9kOlkKfHnzPw9YOg37hvA/i+I5NcKZ2D90BnJLffX2P4Kkgm5nuuY/yjZ4SOTI3j+08fKUqT7pP3r8ATRcCPI/1zhBORnR9z8HIw7RGTzvP01/tAZVEPM/4FuD9Wnm9z8KkQfkVaPyP+T+B/oAyOo/IK2pzOjwyz8GQ+H7gDriP3HopptnY+o/X4CXzz7x8T8n1WWI3TPWP9KGwCmMLOI/wApvoqsD1z9h1p5F5MPhP064DfgXIdU/TLubzwnN3z8ycsX9tYbfP1KoQRwcdN0/vLabPJzq9T+bualtc/PtP6njD0tUWNE/TX/FW2VS8z9s6zhkCO/uPzxWV5GPCfQ/ijjOuTeO8T+fqE58iRnkP/5jeMZ/efU/NCM16dVA9T8CkEn4YZDzP1SSxN7OLPA/FgQUTN29xD/jMR6TOc/2P07p96ZZiPA/jDzzNbCF7T/kb5oiP4voPx014OOztu4/k3TW0sxO5T/nodcAe+PeP6EaqQYhsOo/DfI4QXwY9j9GOC6kww3wPxt89a6/VNY//Ok/Zdzu7T8EMNK1/jnBP/qOBFMs/ek/8kzXS1na6z/sKEutFBrxP0ezdPCz0Pc/VzN5rQrC0j/wSc8jaH7ZP2l+E1z4HOs/7HpZstdEwD8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"11538\"},\"selection_policy\":{\"id\":\"11537\"}},\"id\":\"10480\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"10454\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"10456\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"10455\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10465\"}},\"id\":\"10457\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10466\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"10460\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"10458\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null},\"id\":\"10459\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10467\"}},\"id\":\"10462\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10466\"}},\"id\":\"10463\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"10453\"},{\"id\":\"10454\"},{\"id\":\"10455\"},{\"id\":\"10456\"},{\"id\":\"10457\"},{\"id\":\"10458\"},{\"id\":\"10459\"},{\"id\":\"10460\"},{\"id\":\"10461\"},{\"id\":\"10462\"},{\"id\":\"10463\"}]},\"id\":\"10468\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10467\",\"type\":\"PolyAnnotation\"}],\"root_ids\":[\"10436\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7d967ef1-3563-4476-867b-097f200cc19e\",\"root_ids\":[\"10436\"],\"roots\":{\"10436\":\"cab50d02-fc0a-4799-94aa-1d4eea314200\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"irG3GLqkTUASPw69LrNLQJykqx+URAZAdoVSBfSjTUDMoqlbbl5TQHKSuYlfzfI/JudfmJ1PNUDQhPlHgbg3QIPH4QY85SBAtrW+zntjJEAww/ajOqdTQB3QsEL8STZAjdOfjLSiQEASwja8sbY/QG/T5Mb/xE1Ak85znkKVTkCupKwjJCBBQDagBfNxF0hA7zJ/oPeSWEBBoQLBUqtGQHLAEApV4FJAtw1X/7erNkAtX6Y9rLVMQNb+W1fsqBJAcVA/aib1OECctZzSOwxJQGff+9pw1EdAj4CqR+GvIkDM/ugKrsNTQGWNt0vtyFRA5o9pTUICK0Cud+0KX51QQCDcMYx07iJAnQ3igykXWEDw8tTzGk5FQOHJNQa22jpA2r13MF9SU0BPZsehDGlWQLx5lamVt0pAA+bb29HfT0Bz+qNuPlBTQO97zBz0NEBAFry3OQPOUEBCJUfApRRAQNkTvmbkKChASw45YpzaEUD3QOME8zJQQOexQxmoclNA2DFYhH5HPUBkwWGirJ5VQMxUO/ooW0RAeIhmhtkuJED91RbFBplYQGHmiNAJ2klAIvuFydDES0BiWUQlKyhYQKOfX7nPT1JAJLBIVbVWTUASeYwEA+oeQB8TmjOH/CJAmqtoR8dPTEAvqhPzsgBWQEZNaoCdIE9ATA9Lq4yjNkCkGTuukWZFQEPBa65ijFhAREAIAx2MOUDE52WsQPdXQMDg1MZtoVJACsuMuKevV0DGKu1B6hxUQLa2RZ4M3VRAhKWD5YAmQUAgCZk58HtVQIjp62o741dAlowPatNhIkB8vgadd/f7PxhTv1g42UtA5MWVTfheVkAN/d3AG2lOQJo83UXzD0JA09tW+OuKRkDVucc5+SlTQJvUta86cE1ABGsetHsJM0CJE3RSHE5KQDNtPSMDvkpAy7p09mAIM0DfkBjC5hVTQN7FWlUfgUJA2CKdHATlT0C2ORPQwtRQQIL+WUhntE5A4psy5hH2D0DksTeY1+hNQP88aMT0MElAxnqocu7WQkCGKhzc7mxDQIgpD6VNlE9Alth6uT4zT0CKDjejTvVEQIZsuygbHkhA9qgvu6v0PkAIevVm5cNVQG+n+dN0KURAf4K7DgIKNUC8kKws7Bo2QJNVNgyAMkJAyIIvbhjtQkDOP5CA6zBQQNp/nfX4RSJAG26OuNN1PECsZU0JvyM3QDepm9DaZQhANTEM+sLJWECyaFgrhBBTQD3+amsyEVhAKK3bWedvU0DFUX9dyutQQCL4tsY15jpAt+Pl0XlhSkAfbcTbZMNVQEo1ZoLcqkBAvrD56ilnKEAKAxQ1I3cnQIia8mwV8h5AHrxyGAAWNEDB5PjOSS9LQA+vVp18wU1Aty6xM7caREDO6NrfJw9UQBso9CbjTFNAXogSUC1OMUB40JPElqVWQNgzz6FkvFFAU6NW4R8xWEA+U69lFIYjQAEMCEcaKlNATDX6FcgtT0DNlgfo1q1RQKaSMhXKxVhAtsCMx1jnVkDSjdCjTxtUQCSfI14pcVZA8lTs5t1BV0B5YsDOW5k4QHvSd68a0jFA1KpdAaW8WEABc2/nzTZSQCd7w6skG0RAvNHiigtFTkCh8zhJ8FlMQI+y+FfOWkNAJzivst6FNUAhreNuSzVQQCCHVBcrxkRAjOqQ4H0aRkAgSEgQnXdYQLPYbe8tCVNAL4ZVeEgsB0CbCSlGyy1MQLfRnm4M4EhAm0sbGNA/I0DgP4gvmcdBQKZpog2ZJ1VA7MiMdx4PKUCbw8B7fzM+QP9qmVgOTFFAc8auHsP1QEA3R1rZ2xY/QKl6KikmLCJA8j+zz7lLNEBHy3iQ+RlBQHxcpdfgue4/zXTK8FCoJEDZevgevtZDQHJFB6UjlldAR76cHcr2VEDIckkawdhDQFhqG70pi05ARE62VHG47z9ZwJdkBJlUQL94QE7/SVBAlo02VPksLUA8M/gWDApRQHl9EQZyMFJAhLDzaP3GMkDIRVPKWSpMQAx1XiLlKVhA323hGLMnQ0CrfsjgsFtJQERL+6Ixg1BAhLHdyexpV0BUOa6zRZj0P7qpJ+PZqh1AQ7sjtIvbUUCTqIn8IbhWQIcrNP4jjidAbSYOjJ4DU0AQhxUA7ABXQNgN0z2t4FZAU1UJDqZJUUAladCsWO1NQLwNs1KDYFhAPb0m+E15V0A+cxwboaFMQML2Uwuw6DVAdKAXdy0USUDG2wBl/Rw8QDXta4ZSo1hAxOg0ZtJjUUDjdwaGEFtPQGzFVwzofSFAqDbhnAcrSUCL8YlaG9FTQBI2ELlOQ1RAC8VV4QZvTUDxO+4dWf5JQKX4HkRT2ElAe1Gp5zJdPUDTXEPMExEjQAyYHY2st1ZAq7tA8UbGVkDrlvMKSstRQI8A9zAXQ1RAGFXYux0rTkDFl9fEiStXQHGg7bjHdS9A32S6bXinSkBsj8jG0tBUQFLKOGy4+lJAXJr3gBj2Q0AaZQu5/elQQF54SCs1mlFAdq9oHQuPUED/+306ZMpUQEynpE6Ukk9AAy2UavS9MEBbLLI9h+ZYQBnGH35Bky1A7888odjHUEAkUWJ5fB80QPyI41F/llVAEAPOCZ5GMUBj0ZAF/VBUQFT3i7yXb1FA1CQup32GWEBp32j2T71UQPR3BbkoN1hAfe4GeFfTV0D0ctFL2MFQQJPJudcuEUNApmz5Uke9LkDQp+0bRo5TQGyfZ2yPN1ZAdl4KIfgCRUC8mC5fg2pSQAXqNEbic1dAmGjD1+aaLEBRih7E8stRQDM2KxQciD5AjAd586FWKECecaFu5p9CQNuTlunLbFJA3rI9hpY4A0CoQyaZkT5SQDya5Qmw8UJANlSK+X23REC+0XoYCrRRQAiCEb2ZrFFAxu2CFli+S0CAqRkcX1RDQPgVs+XbeVNAhLezqO0sL0D5umyYiDlVQOQ8cu88GFRAUNYHfPVcQUCme49TgVZSQHWGGyT+oVBAPjrK5CKUEEBBKKbY/YRAQFM79LxIsENAPCwnZH89GEDaXhXjHN9DQEjBDuaFB0NAtP7NXP8KRUAP8FNSlOEbQGJ8UqOfVTFA/WT1tPxITkBXU7cXYehVQHSJjogboFhABXiDQ2ESRUBlPdBl6EVIQKR/0Xm2AERAdJ2LnhUCQkB0/fYvHGrjP2WicWzXyEBAchXrS5lLVkCkLT52HdUyQAtsCJV8yjdALo8lClFkQkD07BdSf04OQNNZApN7PFBAP4i/n/VjTED/v/QqKRNUQHyYC/Ej1eM/YtzVw8QBIEASrrZocuw+QKlrTg6o31JATvJrBucHIkDKvcyYu6BRQMCAjXIulldAbn+pw5Q7WEBe6xrP3u1RQIozz7bHMFBAXwOaRRkBUkDthhO5e0hMQHAygIhRPFhAUTfZ5pNJOkDMScmqMxFQQPDQrph9BVdARODn0TS3OkA2H3mLD3NOQE/y43nulkZA3HtmCgKmUUCieWV6t8E5QF2RydnmS1VA+oyYzXR1VkDy/pMycHpGQNcAil9JlUBAla9wpoeOM0CQ0VdQXaI6QLl5j0LOWzxAW5ArTJStCUC2v03gVWdEQNc64UMR5DJA/uPENj10P0BPUo6glzNHQDk2rEIJCVhATl9aMCD7UECuyNRDsMJXQLgC1zcqCElATJHAsN/PQ0A6UBBe8rRTQGjx3adZ01FAxiWqiJdyWEALnlQ8XcY5QCTP5IAm2klA8pnOLh08U0ClIcOzqTYpQBxdEXMeHTpAgRO4hmYgVEAj+QpUX7lAQP1sIvPWdVJA8A1I/QKb9D+u+CFsV4NQQH1dvDwvZ0JAd8Ith9b3QEBEJHTRiuRSQB3lam0nj1hAykXOUAywTECrpvzFh2k3QKH6ASqs5lVA+JqScu2uOUCxw4MHN/pMQCRptojNADVAiqUzjcnlQkCrjzAlnotYQHTaYezmjk1AfMvthr4YTEAyzG/F8WBWQHul3ReYcVNAlO4P9X+5O0CY5eMpxpsgQJ9v7axpG0pAHdjxyr4UQUCxlNV+FBpUQJzZ18F+vzJAuGUvB7YzV0C/bC7EvmtBQJWUDfSgjVVARzCY3TFcRkBzd1V7vSBDQCJJFAggfldAtmvoAcKXIEB4jvX3TpI3QNTXHIlapi5A3S3BrmLvTUCGvDmUvdNCQO9p9p0EglJAIVdRh7auUECeMlwu5etHQMQGlRjtmiVA6GqF87UPIECsuXVDqpMvQHyVuEqW21hAn85E8ragSEBpiAfYR+NWQFHxOAzfL0dAWtz9NsuGO0ARnyUWD5xQQOPzr98y/hxA6+jUxwAJNUAFP41QiBhYQPwjv8eFskFAXSx6V2AWRkDWnEn91StPQKb6dfuCKUVAWQTg8FUjV0C/ZzxgM7IwQIX51DWu1TZABMeJPXMHR0BWxci1S9gmQDVaANA/pVBAYvYV+2xKPUA1sm2aKr9XQCTcHSQCp1NAoPrw9ijrP0BXdNOwNyczQLr6tATmTw9A6LSS+sUrUUCwZc+K9s83QCJW2lia6TNArXJNvcrtTUCcyPjHkrpPQCW0Hg1L4EFAcKN1MJEoFkABmeE1UJxJQM8stllu1UZAnffsscYiUUA0uMtKWl9DQOQ/3sqw6EtAS153imXPVkDyoHmVWMZLQDB/+u+CYUNAWe7YmutUPEClTo5+N9RCQNSbkJWMzUZAAHU2X2nN3T+otAKICi1MQDp1KZkWMFBA4EPgs2CW7j/QICp8wRMlQBX3levkfwJA00ij9R06AUAj5CRZomZQQPSQQmOZZChAnCWS/KGt/j/l93o9aW1MQJTCtjL0/zdA9swQ3wUaWECgkOLZK0xPQKfs7CGY8FFAKIvuxQFWWEChSQ/RImsQQDcWFuNlBThAhI/q2xh9VECkkNI1X/UwQBdUctVwsUdAk/UELz1MV0CElPmv4jxXQMKbSLWoE0JA76JfqOVlRUCz2CPN/+dSQCFj0mmIIVZA3bSuol08UECLVxNRqE44QPj9s+gCDDBAqF2cAA4mR0D429MKsBpWQEhyMDVgyx1A+1ktu7B7SUCPMRtQ7sE1QHHoYLx1DjVAdnYUcdGLTUBNsyh4ZBI9QOv+lq0ukzdArbPR6GWjMkBk60mnwZUXQPpGgPuk8iJA3rI+NHTURUD4ybzsvfJWQLM/yHU1Xj9AcIkvzr8SQkBgBDZrmJ1UQEI0iwrIbkZA1PgsV8jNSkBvnIHSZYlQQJAiGwt9fyFAd0BXV+EtUkCIDwKxp+FSQCeeIPEfvT1AV+a+ppCTUEBhsnTD82NUQO8WnLUSZ0lA0dEKNxV3U0D21c1sLXFLQL4HoMpzOFNAVWdjtpHhFUDx8H2JWk89QMYDd/U0IS5AAVWUIcvIM0CF/fgNzhxTQJ0lWbzgUDpAdHMfBZn+V0AytraJoglIQDATevVY1kpA7xvNfVwXTkBEl2eAXJBDQFao9O9ivlJAadd3aMz9SkBlw/liUf5CQKIqJ2zerUBAkgbu2WM9FUA+vgB9Rs1KQCNJi04brjtA/E3oVOvZTUDcYv3DZQUlQARfK+xlLExAZvvecUPaWECPKcd4irQyQJPhLthqsDRASkHp8rKMVEBDWwKuXpFTQJnEjqxFTldA6Nowq5UuVkDcjRihin1BQP+JptD0QCtA2VjrQU+0U0BI8NGkq40hQD4l7C1NDRJA5QiqroBlHkAqcOryh71QQFNNcUhG3VBAUrTWgVIFVECOQIjRnf1JQIGuGlvXcTZA3voEHJofMEDQ/xfHtj5MQKnqYxIJJ0FAR+O51CiqVkCIAoh/HstOQNgppWAa6QJAf1sL96S4S0BUSAAInVxVQOFL75CkvgJAidY+Yrj3LEAe+5vO8axIQHkL6D/yjVRAwEzB84+9LkBRvG75gwRYQIDDIZ0uTVFAxfcVLpXTSUCEYPEx5ZJTQJnlKdOzGj9A/s6kbnMgQEAlOW8FkJNBQDnLDuh1FTpAGOOo84s7F0DmBB5PeVhLQFc/3phO2FJA7bjuK5AzWEBakCQN9rA3QNJmr/RN7VVAdVefWMXhNEBv1/lft49AQHsobntDkFJAgGMZAXEkWEAmoB71FsRNQMBRzyr8/lhA93kMkJ7dIkD0ksr+YkVXQGg3vN38OEhAOJGe9ZIbUkB4yf9VB25QQM/UtpixRFRA9ihs1HIBMkD3QE9eIExQQBUvBws4eUlArI0qtRaa8j+u64ZjG8ZWQPWT1uhHXVFAzFnHeESUTUAlONjjoz8CQO9U9uYhhSNACEV8LqSNPECKK8fhDqVUQDfohqBgYzZAIHR2EJtMVUD0cjvck+kjQAOM903pREFApFsgilpHSEDUqbcNVCVVQOCUR4Gm2VFAFI9zxbkIOUD4bBKhjI40QPjP69D5J1NAwLw+GVMOWEBcp03p8gdSQCzAuZIzNFdAqIsJlR27RkCfqSCC7hZIQFjZM5kE3UxA82YefuCNTUC4V6o6rQg/QKzw/s6zaTpAjrTRCtIsS0CU8S+SeKtMQFdCBwvK105AnoPGk9le+T/3nYyJD/lGQABPTpihFj5A/enZ5IObR0CC4hytVFsxQDp5QgSAMUVA5GanRYy4NECtOnxgeZ5SQNsFTmOXc1ZAM0uHbkIwTEA+wRZAvRdOQCG7B8hP6jpAl0fCYT3hSkB3qxIlbvlYQLtRuXaXQTtADFdRpOgWSEAgNNRoog1WQMAyi2PqVEpADQatCatTPUCanVqfxQEnQP6qwH0cSVFA7AB4pZUOU0AnkUgFcLsOQMcthBgRF1VAicVquL3AQECATmlKXw4cQM49apKZqUdAMqQNKp/IKUDrMTiCVG1BQPGpZbBBxk1Algwx1aB+NUAhW8CE/LZEQAAt9MOOYxRAPY9rMlauVUCDt+gKUXgHQM/vjmpWkFNAvej030A1NUDi+ftEEM9UQBWm7WvwRFFAFWkaVx3ET0CQlSVSirNNQJyfjPuvd1VAgNEFrRgXTkBLceruyDsKQJR1sMWNFS5AvVPwVgsjV0CZ9FOZmVxRQJGLqO2SqUtAPhYlH8N38z+K19fFrStNQHH2sHw9TExAroodY2LLOkCtDwGp6QFUQHtGKRAR9E1AAkgxuuubNEDZgUKA0UNQQOIxvQhxtD9A6u/Y20kTTkBsbROb2+cmQJV5ujhZAD5Abysm2G8ROkAMHf1WFYAzQB0GJRIED01A+3w+p11SU0BQYtxtOZhSQKOe2X7oPVZAGM9FWw3uWEC3wTmwOlZAQHmK1X1nD0hAnEVGDsS0V0DPjYJ/IQJKQK6nWRD1+z5AU12wHIGYU0B/0QoYvf80QGckMyiEt0JAz+Fi0cWiVkACB4ZTaB8DQClk4RbfwTlAWmQ76xweP0CXIZjs1kY0QH9yXrnfbEtAtVi/KQv9OUAvfQAJ3A0VQCMU5yGeKVdAi1CqxLdyVEDbo6WBbQs8QNmJR27F9zRAgNKgzg7UKkBBbl2MjYoHQHoebowUVDhAPnjIdujdUkA0ekG0yn1KQEF6DqpzRVBAYWMfbVICVEBJgo1WXTpJQEEUVFboFUNAU0ceSNJcUEAnxgb4zbw9QHHiWaPiGz5AEFFhIfq1SUBwxcob5chTQOtx3yVMLjpAjej1YHrkTUBSZDA0wzk4QNijhN3V5UxACLUrHOdQNUDMDzSqlrNYQGbqKOR9bUNANpRuf09tNkCbUJ7/6F9VQO5qOLJ2yExAydNQkN8WU0Cn46beMTJUQJaE/GTXJkJAYVjHJZFXOkAyFqoITUxDQAYP3bVhGDhAT1pZFUumVEDPsyRcsaxFQL+bGjMoGRtANQMv9p47LUBAKHH5K71IQBZM7FbmlldAP1k4IS+ZSUDCHvqaD3FFQJJGlkEz/jZA+Rqr43TaU0CT3up3ZQ9LQFGvwUiBlUFAOR/aSoaOUEBO2jEXBQY9QHHbi5iUMBpA3A7Gi4NwSkAHglUoIxslQKS4FyF54z9A7xbv2BZnN0BjfZhH/85RQGliD1vvwjRATzBCt4FEQUBcKTgaaHA5QB2WDdRdQ09A/HfDA6HsDUAqzqo6i2dRQLwo+TRFBVFAUrbI7r9OV0CY90hfdMlSQFntH1o10S9AMtHsd/+IHkAeXI46QD89QOmIU/+FwVBA3gb4kzn/RkCAFNsuJ7tKQEMbIKTerwJA/XTO3wqsQkCJE3Qp0StFQEJHB1XWAVNAHBVpAmTSUkA5zd1Re1c2QOtqZJlOc1FAOE6YktwBREB9m9lh1UFAQCgn8qU14TNASZRXgD8aS0AR2WHik2Y7QOkj5BXikkBAW07r3+4XT0BNhHr5RNk4QHBMbI+wvTJAbc0YYidgVEBsgLVWuCFRQAMI4Ed1N0NAmvOXpgS/QkD/4d3nrZVBQPshtstYnVdAXyHRbdiYJEBmTWWFJwxSQE4nKW6gTlRAcyParMPyN0DE69S6KC0nQCRqk1HfX1BAVGiYvF+HUEC0HG07z0lPQPz00K2KnU9AxDAvw9VOVUBbhSh6Np1SQFiWOwcTblVAUR1PKvMAQEBqI7obx6VEQOtQrjnpDzRAb76UT6SqVEBJ66ALngFQQHiHcSYSfFZAF1jnhsIbQUDCatnQuERPQAp5b3R/n1dApIpLJHcIVUA8ggQHlPwIQM6sVO12flhA7nqYVgfYOkBxhhEs7XVWQPFNHsyTl1hAzw6QrjMPSEBS9/BDhLtWQNd3hF5ftjZAugmu36Z7+D+ZHPneecI5QPKFAToAC1JAAPUjJzpbTUAkJQbi6Ic5QHnm8+nbg0BAxM9bFFaNVkAfUZ7Wst4uQOgNCTYohzBAI4fjgdizV0AFQAheHR4wQJMgYE9fulRAA77j/AcFJUC2zHGOmNNFQHIBGcT8Z0ZAuAXQFmi+V0Av+C0SrpIGQMP9gaqN00ZAHrHop4xdR0Aexk6SEMT6PwUkE78KTDtAplcFDPC9SED/YD3IzdQ7QDvFErIrP1ZAI615es+pS0D8ZlS5GSxVQNKGojD0zUBAJlGsiAs4EkD4DrvdH4pPQJZ7XNiSNkhAHBNUE6SfQEDB3ZivkkhAQNYr88JzmDBAOnXq+c0XUkCGtjItxLFPQCvQhdatMEhA7Fkqopf7NUCMryMZxN//P1ZMx9MRuElA6g8vJAf9U0DVF0zyfahFQEzANjo7DzFA6hEPoshNQ0AL3hvf2R0aQLaYL5LOEyBAKKxgLAroTECm0U/b2Aw5QLt2mHXghVVAF/VcaBoiBUBEliF32ANNQGP4L6dbKzVAf0po+1xpQUB8qVd/m0BXQKRX3j5eM0hAnfPx6y2RVEClCy/fqsBUQA1PPAzxIUVAMo2ICyO6UUBMQ0SkrCpGQMvZscOSE1ZAxGIdSOaSGkAR1KHAWSJNQO1oeFeVclJA//QV5tFJEkDUFboyUGhQQKO1VjM1Gw1AjajamKxPVUBwbUaJYAI3QJJBjvQ8eUpA55wa88GIUkDMiJVVaU5JQPbw3v9PyEhAvKqreBN4OEB57hoxFUItQFAKaEb/yTpAe4X8YLsBU0Dz88lywnRGQIOH8aVAzENAHxDkHbo+QUDqmsQwf/Y/QKHxhjkz2itAwnJz6Y8XO0BQX03MkxRAQARP5EYTiEtAvSRqRwuhSkA/jpi480FUQCxh3O75DVJA8QZwg829VkAQKNJjE/TmPxwup5ymdE1A6v3dPZSq9z8WnRfRh6j/P/bIMYwL3khAxU2A5G6vSkCEbM9lzyxXQGOjbfh05jtA/Q6YDKZHVkACvrPClORYQFezwIFv+ypAIQp7MTm2TUDp3IRh/JBNQBzkbQD2YCtAx30FqH9UU0DpLJJLsdlWQEVM8p5C2UtAWHzHKB7hRUB0bjw0j3tPQNYw+But9C5AjozNKQ5pM0ALBjVV/clXQJ9STYQprRpAv5rL6Lv6TUAihZG21YRJQEdHysLcGlJAiIsvvf5SNECB9GGAzqJNQJ5gDtMNrkFAb2TFJM1OQUBQjPmtj5E4QAslWibI80tAnt7hEonfR0C4pF/LVcJRQNEVheAOCUtAv+NIMzArTEBtSl8UkhpYQMaTDrX2EVBABw9LD9QXUkBvXQfdRL8sQCTbmZfY9x5ArAJ5hxp3RUBKGRB0XAU4QAMhjDMVvFFAQh7z12ygJUBYj32Gf8hOQKppYNhzLklAQ6uB8ZvFVkB3YQnqOytRQDOWpDX/wS1AvOiv2x+qRUA4N3v1ghMyQBBGOitI4VdAii3dDJboQ0DHQ/zjtiJLQNBYKqDWYU1AaFYxxq5xGkAYRVibl4PrP0acEuzGZUNAW2db4yeQJEB04yqLzy4+QBb6Zcl7uVNAdFHUAncjWEBZ+9uZVPhUQMmdbYcDdEFAwmlhgaBaV0BaRS2G8CkTQMy0HMgTHztAz6hfkl2EU0DaB/LEqZFYQKnIf+QRdE5AOmVIkzttT0ClRD6gIu1SQCo0NNd2gkZAOYEGXt4PN0ChTbPY7lUpQIgNQMsR0kpAmgZXwwUDUUCo/FvxTX/YP6Wem5rGnFFAd0F0lyvpRkDQN33AESlKQFs0uG5bzThA8j0rs5P6PEARapiZ2/dSQDs6KGFjtkRA7A7tj4BgJUDtkVl4B2hLQFN1ILFMlFBAij1cnGGqSUCpKz0Tij1EQIAuRLFUDkFAsS2lhsk7UUD9XrC+JuxTQLTHWTTJgjRAEdF8BQSoUkBpOLHcK/BHQPGlqjW/Qi1A1gJOXzr8TEC9+YDhFWxBQFfO1kmLt0tAYPXgZSD8RkDAC4cllLJHQHS1GyHKh01AXLORykhLVkCh1ZN3wjtQQApp8DpufklA3DyTg/fgAEBPWVzOR5cLQJTbyDs9OBRAJPlcyanxQECkeBCRoMoiQOC2iq8gZPg/FIhm3MlfK0CoPKeky4Y0QJejfimWzkxADv3UIL0rWED3R1qJFms0QKaSejAKYlNAKFAfCvDWV0DB5dMIMaYiQLctox0cnhhAjI0huc2HUkAan2kDAWdVQOEwHTbRA0RAe9wuPIY5VkAWLX5PF/ICQCH13Oc721BA3yTl7WZjTEDLmTfjC+EvQAtu9sJPCipA54xuBboOU0AcJfZpdFIiQJDbnK3DyChAKwbQq2sLUkDcUr8dHY43QMFdkFh/PldACcntHYSQU0CwL6jrL2dRQBdKvG1kvDJAZLPfFL3dSEDIwNB6PTIxQNCncthuYR9ArA1dziszUUC0GmYiVv5FQJ0Q1/8EIkpAK5obE8LvU0DWJuJgx30GQIxqwnTJW0pA43lRC5DuVEBcGnASa5/lPzz1Bg/d+VRAu7PSH9MLU0CHyR3yqB9FQEj1in//pus/tiRXSb+SBED7GPkshXNFQDMqypbMm1RAOesrawywVEDHV8U2BAo1QAa4pkGI2x1A0Ch0/gsYGEC/AFyMtDoYQAbCzrd6PlFAkwLA1ZYaNECPOjNSc/ROQF2SYtZki1JA9T+XUYioS0ADYfRVHowFQAxWWoJhhjlACrtZS9/LWEABx4hTb6pUQIVQVswn60pANKE/Kxh0U0BtyWOJJlFIQGD0NN2XXFdAwrAYfQAFQkBwE9/doYJVQARyFUjpV1VAgtccWX1uT0CD8zRkqcFUQPihWOBHslBAYqTXxmSkMEATgSUimMFYQDg/UdUnqzBAd2j5BYtiEEAaPHJxVzIqQIWuvawo1hdA3RIbenBXPkCZHon9iTdGQDV+1ejReEZAPn7bqtLQQkBJGkpHP3kRQAGkjp+V61hAOLBCfXOEV0ChgTUBd9RVQLy2SBtaKkFAOIeP4ZGZVECGAzJL4v0tQG7xKYHJWhpAkqfW5cwgR0AqbNG1Au5RQIaphilHZEJARlNmgWhAP0BqxnMw2B40QFhFkQTsOU1AOg/Gn6kNHkCAUqSvCiJBQLHU3/cFkDlAyyEm+rtwV0A9yjYrS2A+QAY8FsGi6lNAF1lsVL3tT0AcJa1+cVhYQByc35SA7ExAiOh/i+zqPkAW0k1D1A5PQOyyDTt4sk1AcE5gmsGzUEBJwaKExEBMQB5aHVLRvkZAPQby1DVXUkCA1TRnrgNEQLuq9PqVdEpA2sdzFmTBUkCyqW15lHpAQMUys4nHrFhAYY3zM6UAT0CG0qYkeM1VQNRXPzrYh0tAigpToQ+FTUDU9GboM71TQOqHen3YQkZAOrl/hn8YOkAufBWDEy4oQHrO+v1U/1RAGmOv7svjNUAUxYEu8P05QH7+sSxJ5VNAtYK3Z3J+AkBRzvAwRHtYQH80nA9xTU9AQMA0gmfQV0BrbILlZ6xYQB1Fh/NPilZAnu/Id/anTUAI09B0e5dTQEixSpREQ1VAtnBcxEZXT0C+z0+U4NNAQCVbcYIUgD5AoqC54CizR0ABMVMLcp1KQOKMvs3PckpAww32E3ROVkBFdZzKBXE2QPp1KEylkUxAO1jRjG0BPECwDf3oDXVSQO5zlbDjnS5AHFYHvSKES0BHHULE1p45QNREmgQ4SP0/AsXaIsMLK0CnbMZRfbwzQNd1829AY1VAaqoXPBcdLUB7/vg0lEMtQKWn7UJkT0JAi8ExESj+NUAncOAs9C1WQJAXa1QkxFJAl/pdEkLcNUC5nHmUTZ5TQOe9TAuG70NALaX56u7JUEAKSQ7POedYQCjviOMOD0NAzjKHARC2OUAGJiLCNDZCQGXMKV3xgVhAYAUBdXzcL0DolOX9FRskQHyxUzmeQ0xANMAnhVlbUkBLNRINoJZVQAkGJj6ixldAqyJB39DiNUBIqJ6lbjkoQCPFLqvQOU9A2kbI7T4lTEBjj5haET5SQOW9Ced/2UlAQd9tx5NwQEDgkaM4IR5SQEJvmhirn1dAGoZExRtnVUDuEY0bgaYwQO9SMO71+ExAMw1THjjMTED+QyTe5CguQLZ50kONikRANJK7ZbY9OUCsoZjI3nhDQLWvCPihf0lAEpQIxFbLPUAmLwRYow0+QIPeC1DYjFZAFAE7K9ihPEBdqra1rNAIQOxJGNm6ZVRAKkiGJfC2NkAIQMnUi+zpP2i/HKlbnCJAdHDW1sxvTkAaCnvo1jEoQNpp3S5dC0tAunx/8TmwGEC3yuIGf0QmQD19y6c420lABAEbZNkyL0D7/PK0bDROQIAOBEqbskJAMxhLFJHXVUBH2GFAEpFHQBFapa1ZlCtAAmkm1tOZREC4tYB8MihEQO6rx8SRcxVA9Ii6Y4VOI0D6AeS4xFMaQHXkzDD0G0lAUnMq46afT0AaOm/p4h9RQEvU+QC+j0VA6nMOHsfxUkDiUQtohaceQDicfC2giUxAFUFRco7HHECuB1CO1VFRQJGOuHQjr0BANxxGcd+2U0BHgcRdgwkkQF7EjsGiNSlALhzn2DFvPEAYMhThU79RQMDt4d7iRVRAELdC+miTTUBVPLxF0zs7QISmHmURWf4/QPCL79QcQUC5+uRMliRXQImDCgX/ikhAHQarqLvNU0BA5Aks110GQBOScp9BTlVAdJ9OfHKWOkBpSvmoceVHQL1PH/m5aFNAQLigY+NmV0CxABisvxZSQDAisBKi2E9Aq/ZSlu/ZVEBQBXrrsHZRQGRBRF8EukRAqZVU5lVKLUBQGuV/KKBTQHQoVyHeBEdAi3V70TE6TkDe1grrXCNRQEQhuUCOKUZAHyonzcP9VkBXi7YUn9lNQJJWYYk9TzdAJtON9k6j8j9q3GqGPg0sQCG4EjTc8UdASjCXxATsTkDZiRlt2vZUQMpetAyMMP0/0RjHA8L1R0AK3JLp/8JUQK505U7myD5ATNqZS7hHSUCi/JYGIr0+QAVpOhRwritAlTr3Kf6xOEAnj0vfFowhQJyaMVHikDZAdb0OWNOsUUAz6ZlS/IM9QOEu5HNknRhAuizSs2Y8K0CeQ0p5/JZUQEr1qA79aD5ABZCgQfWYU0DQy4qNX689QLd8g733t0JAoq0PfuIpBkBtVWXlG6VVQIVkZweMx1dArYRqJeLMUEB5RP7i6wBQQOHHfe7hbkxAX72+hbmIVECezx3rzsMpQFjzLqSJslRAYfWAyZcGTkA3gdlLAotVQIBMfsSjvDNAZvu6r5I/READVNex26cuQLYBrhNOuVVAkKR8VayFWEAsELfdZoI+QKtMXCnpXktAOx27X48iQkCSuiVeDOtRQJf5US0g+VhAC/5C3m11UEBhcatJUXZWQFQZNU/fBlNAMkoerF9tQ0BlT3TWKXgYQNibWHVVOVNAus9jqKwgTEBgVF9VyEBYQFDKjYDfdVJAMYnJ7AdxN0AhoKmCuYdWQPxCr2tINDNAEORWR/19TEAChSeaXzIpQJjN2yszbVVAKCoCusP/WEA404yurJ1QQCUUVqkRCzlAw39qtDUKRUDz5B7S9zBSQHfDfkr3pjhAkjshc6aqNkBwMmibfixNQDvw+itThEhAWkc/W0n5U0CIJK7+WAxNQF3UVLXe1URA2GopPVRcTUCKiYJui45RQAOw5l3ZOjJAPCze4QE+QEDeMLibJZI5QL7l7TerQFZAfO//C/PjKEBrHYCltVxVQHRzRzMj6+E/KO56wntTT0A2aXew4UVWQE+3nUlBAldACrq95HL4LUC0qNPMyioMQJBpcXIOEC1AgyFKUxKXKEDTUJp5TuxYQGRvIVlY5VJA9T0lBtvRUEBVIijLfddQQM4RMeKccFVAVOC/45T4T0Cl4I/FGcRDQFeHWS4aHlRA+78vuvRgS0CcJ9iMGt1CQF7f7eEFx0RAHAa/UBGnV0CK3D/7m35XQGzDHF9DQFBAF/5Esx8UNECDXBjg/jRQQMcZLsYEhFJAUpxGk8GzUkDqJ7U9jnhSQByxLiOHUVNAJL9d5/G5VkD8zMIeybJCQLF9TKLU7EFAdgYSHB+4TEAMBtW4sUVXQF5rzHY/HT1AGCifRFDQ3z91RH+GcIVWQLt6FqHIS1JAKV6rAu+YSUCvMKt6cws6QLxiJdNuP+w/oCZS+mC3PkCRWNrdxl5MQJR45nnrB1hAL6oOheUCRUD1Cr+EG9BLQJdiqHxaqxxAoTVLjD2bI0Az9kT2aQBGQF7QBWIB90lASNmGagBuWEDJcIRheCZEQJyMAGjrcUhAog4mPKDOUkD8R5A+uFxTQAW/fX65KVhAv+/fBLJ9BEDs7jvma2tKQBhivzuEu1NAnwEOIknKMkA9SoO1wKpJQITyXLPWRSNAjGiCK6HoQ0AJMn5EKZlVQNAviTmwezlAvmnp7Zv4TkBWPwXZqhlYQDL7AdGcNUJA/sJU8t5YUUA8043KaP8zQEgqy3xHhyJATTqadoQGUUAnpy7rV8ZYQAUqBVCL/0RAXjBW1rKIU0BH0l9f2U5BQH50O4d+T0lAMQfaSwTQKUC9qeOd+H1CQI/hCPOB1UZAiGdvmzcQL0BYcLhJY21VQHbbXyIIxU5Ao+O7YeovSUBlj0Q9J5lFQN3sy7E+eh1Adbr1HIfpGkACFrcOxBZTQBrJLbt0nTlA+SJTwEHpTkAWoo6jjZb5P5STfWrHn/8/9ojdU5OuLkCaQRYl+OlYQB5ddWtXAFZALnqKnc18U0BQcN1ApjVHQFxvbJoG+yhAkBr8l8hANEADELUcfttHQE2S28AcXUdAa7PPp1aKFUDjK1O4cZNSQOXUeNauB1VAhs7VBdp6VEAyrFytJ+8tQJwZ3DepfjhATZKl/FJJMkClsFwLMDtUQOOFmuN1UzlAQmr0EuK0OUC4l/5nLhAzQAwGPvv27E1A/27OsZbwOkDoH/FDm7RSQBddQUcQHVZA53Y6wAaSRECZ2708TAlOQMUVSGzL5UBAbSUK5FHgMUAPgMgx//wVQEB2qWJSEDhAXCy2he2PVkCibCUHZGdWQN9pRgC9kFJA1B3ed7nnUEAymumiOqA7QGODC/rf7lVA9hq3T65CQEB0CAK2ORxPQD7o06N2Z0pA0VeF/lZ4TUBtrtPbMFcBQFIEJayAF1JABrQxT4bkTUADsWC60dVSQBX7AjVuRlBA+2HkqiDlJkB40Q9wLK5VQCutakunR1NA8w08UAtYTEBUo3tHfB9SQGxmw+RX1ElA0u/gkr5CO0Ai32rP1682QFQ6b1LEyU5AzNJqZaeXTkBGE8z/hGokQHNGubUxYjVA4UrEkGIpUEA6nJ1krVVRQI4w0UpxLj5AiHlsMpRiGkC7yGtBFwM3QDM4eTZcp1FAkONT+DCeVUDKd6Co1I5QQJTQCBfZflFAA6hnS6CsUUBMMLfhw3pKQFvVPmXLvDVALIZWoRt5L0AM7IHOfdU4QBtWX1SbcSpAggde7rASV0Aad0FC1dtRQG/ukLl5Xk1AdnC9YwqIU0AdokKzO5BVQPchMrOP5DZAMpLYvUdRP0CMgQRnAWtWQCnd3UC8i0hApkshi/TkNUAUXlYc3lpGQCCqY9qg11NAX3SrNayjHkBWii/4uL89QHcgeLovSEZADbFTNt9ER0CnLZBoRYhRQEzCfmnCNkNA73KqvAFhK0BQqlVTOtwdQBuEXSdqLkVA8cEzgMnmUEBLW9tL/2FVQCMkwyDaIi5AjflHQxEwNUB/vfn1rY5VQIxGakRO/1NAzgEFbZAKV0Cq3ZUZXsAbQPY/gClZyDpA3iZVV+JzV0Abbvk4ohVYQNP9abuTplVAViNys87gU0DqbaHQ105GQDJXaYxgflVABK7fMp5FU0Di5JUNGaJRQK98i+nDE01AIAc7kwKgU0Cu2Rd+KG1EQPST+wvy4lhAoIXAejI0VkBfjS6AQzI1QBSrIaZheUZAMQpXKSGcUEAi1bpucSouQMA8//0ofFBABqgENrfYOED9Zz4FDgE6QJ1cW21CBFVAtnmzfTJKQkCFBeeyOHhUQE1JPIwc5lJA8BuM76Ml3T+7a9qTLspRQAqEfSmwPFdAk8ume4ctUUAGFVMtXJZXQFxRC+QqaFhABZk62F51NEBy7utIbQErQFS+j4kogU9ANLJK3v6DVkCbJVevTaNBQK+HT3PBWEdAO8Ut11aFUEDkoWNkHmBHQKKMLSAl8zFApxw8VNAfPEDsBowR4VoTQLd+NCmU0ThAgL6P4mEaQ0CyTUpiN5FIQA6r61aC8ExA1lWTT4hJVkBuG5yvDjdNQDaxCSeyiS9AAj/EIvOAA0BgzOBldLIuQHPbU+G2tlFAohEmUoECBECubzNyCLpUQC6hq2pZz05AOn9XRX2p+T+qeIOycJVFQCawoO9R8U5AyVnDnXdPR0CAXntZI7FTQKQULSQ0sfU/XegN12uuP0CHY25G8rJEQHbehj6C+lVA6VYtVyqMQkBnmSantk4/QD/KO9Y8k0pA5mxzSiRFP0Cll5Bg2qlUQGDjWoZpJjpAY9Uz+9ZRQUAJ73oAEZxYQB7FHXC6NkNA4XBALXJOS0CyYBuFI2hHQG7L9qniRzVAXKX1Qxf2QUCcNcN+eVJTQJ8mSsPhRUJAfvjHhTOuUUCCNdSCmE86QBf8jDRmT0FAjFQGAlFgLUBIDzA+VRNVQA5LUf8NPk1AhcMXZyOMVkDc9aSfi+lTQG5iVYZrxk9AKotO89lES0D2AZpqabNWQCtz2NE2ClVAiOBM7i/tT0CONxqoCKhVQF8/AznZ/k1AZPYJu9AIVECzHiSiKsNNQIA45eAPv01AohWjTC8AN0DiWQm4KUM3QFKA7OmACkNAKDh43bkHFUAjiJYdTbRSQJ/GMM6h+T5AiU8gwyL3O0Bg2XwnxahSQLWrQX1Cv0VAb3cHBAglRUDqZx/YkHc/QJmEcHceQCpA4AjEjUX9wz9W3gHh7scNQL6T6VnnOU9AGjGhmU20TkD4UeadVxlXQIrDJtpxZSlAC5hOv/upQ0DK2dmmsr4rQKo5GrvVZkxA9wSfwm85OEBmuzlOd343QORptxenVldASrDbmyDZWECTancj/UJBQCA2TmpxxABAsudSsbT2FUCJ3qdQYHE2QExD9qrYW1BAm+LDzyuZTUCUXe62SFxVQNk5U1jSKitA4TOl9EC6WEBWeovCMHM1QO0Xq/ivxwFAq6DoX+tZUUCv3CLKY4BDQMF9XaUW8DJAl2v2cUtGUkDD29Yz835QQCjQ9EauBElA7MJMlpVrRUAlAJ3a5C5XQF86imNdc1FAM7B05v1kQUBMA3L7NaM2QMKmrZg7RkFArJnmE6JKGUAADA58QOMnQHDRBb3QVkBAIXJKqfNqRUD51AGzLYNCQMBezMKJK0ZA6ueo6V/MR0CIU/IkgwZUQLE1DtjUJFFAInXeNUlKMkDcoVW0MUsyQCHr1jyV40NAnZWS5V3IRkAuCME4z1dVQENzUr7V1URAIAAFSvqLSkAXDSwZuMszQAjRwSvTZUJANEHFUk9oNkCPLnPgkq1UQCIr1J0yAFZAC2v+6hp4V0AIkvWCBF5AQJ10BgIM50ZAf+vdocXKVkCUhpvpj4hNQFYT48zTNBpAH9ok7+qFOUAgLW12MjvhP2nDOC1FUFJAv42zwUucOUBIDa6+IdBKQHduAel8OEpAO/KOmvX3O0DGGhUQJSQiQBtq3vQsS1FAlhAmvtNzOECqlE6GOu1HQBzjuqmXg1VAB834SSHOV0B0hEJ9C2lNQOtxQJDIU0tAfG5ApY3CLkCLxu8k+dxRQO57sJLVOgBANL62Wrh/KEDeAEnhw2c/QOfJxsAsbUZAeYruI5xPPUA8kmVSt4w/QDp4LCO9eFVAQi62DlfMF0D4/36vCnpXQOfvJkj4Ek5A9nHfUoHgQkAZ4ZtqcuVMQGqbiiVAwkdA2McmskmWSEDIYdBX8nNAQK0ckdO7jFdAestDnh5aG0CygHuOCaE1QAeK0qqUn1FAvxyfSXM8U0Bghkr5OT0pQJ7PFiGyY1JAjNh3foe4M0Bilh/ypbRVQD2w9mW+RTBAFJ6o7jTnSkBEda/LXX/hP4ZcRjyLrldAdwqhi+MBM0AmSP6WCHhWQFhMxlLeJVVAbcgEI48HQkA9qh5Gvwo0QKEUEmIxYT9AUqtQHQqATECEIuI/GJhLQAHozAUPKkpAHziBoJm1QEDxhPPuhZNRQEMaP/2k8VBA9rFxIUXKI0DatwzF9YxBQJmjN0DBDlBArD5y6wg9QEDiRFdR3gtGQJi/RE0ckDBAGGMlDdr+QkBVyP7QcOlOQEY0xDjn/lZA7O5B/Hx1RUDQwUX9Lu0fQJsr02lU8URA+ZbFripXVUA58w37dqhCQMwSBnxGXAVArMSUB2ZkNkApHVgGXT9TQI/HJvUSeUtAueVvXfbaQ0DTpTd9NyhQQB8tC8ip4VNAOWKgkHJ0KkBeRVAhx7n0P27VjQyj+lZAZznxaePuQEDXvyQQSYE6QC8jLzzyWFJApqs5d4vEK0DCmebdQppIQNNtDPDn7EBAvr9FFx0uJkCIDn4PWnlKQBuvl+KCAktAhHR3toiGMkCTRwGpCm9JQPOkUZk2pkxA2B81kWnAVkApgQvmNPhIQM9NyXKZVEBAkYlBu9tOVUA186nYG4xDQE9f4+jGnjRAXhbUCevcVkA+BkZ1uK88QMi+StOEdfo/2Pjv4qEpUUDKGsVyzX1AQId92yv/lk9AKaGxAeyFVUAhVVMmvyEzQJRNRAeMOEBA5KmScJnGUUCr25DFYRlYQNFnEPCNdU1Ay96dTpqjHEDX9HP7UfJOQEDnYG+JJ05AERnarLnhS0ABHFM2rTpOQLsfjjCWdT9Ag1+hF1SiV0Au25vMmOFXQEozrsfUsUVAUngcQCXtTkDW1QPf5txSQPgNFqHbh1hADegbTIAbWEBU0s0YtNdOQGauQAko5i5AVAqsn63VUkBbk4u0eHJXQJ7pD6V5OB5A9520f2h5TUBXkkaCts8iQCbX5HbutFFAdA/J57en4T9ScyAATgo5QEabU1xO9TRAeVXDwmzxUkDkcAz00q9FQMwIt+0I5FBAtWRVyG/aVECfFuBDDTs3QHEhu+TQVDdA0w+YDny5M0CcPd5ESm9WQLK3CIXEq1BA0iRUS6bkVkB62DES7dFRQOliMg1hqDZAgjwnMQCqVEDAGjVSpAgvQD3vmEE+UlhA93XM+8DhU0Cc+AzotNQ0QBsAdDiidFFAyVGfFcdgS0Bh9B4hbFFVQErpw24KMztA1HGD7L+I8D9J+XQgV0M1QGbC9w4EYQtAUBC3o+ksVECezKHuV0NDQBO2MBIK2UZAZEhepsffUECr3Kiby2BXQNVDBgAD8iNAtdlqoYk9QEApuZN28XAgQIsOkTRytUNAfEGIdtd2+D/GmeVReLtWQAB00Rav2BtA3kuaaHfWUkAyRsf/NGUsQHoiG4XzMVVAny1sAWkaLkAojqnjrHpYQEcGBgmwCEZA4xsKAOywUkClx/zK/iVOQNJmRFrEuEBAo5/diTYOG0AQa5o8v18UQBt3OUmZIkhAck2eN7MzTUAhQOGoQPFLQHvylOztQklAKDefjji7WEBMzn+zGNZKQHRw7dHE3ktA67/7rbUFOkBXIx6mPehWQGRffbWuuyxAgDym0u+dU0CZFzn8wQZGQHZ0bzdfU1BAmRM+r4HjV0B8p2SSj2ZOQLA2wCLnsB5AurLnF3vGREAdAZDHT2JXQGoFTqxUKDhAJQdwafbDNEDN0Yr+ua1AQLC2gXoPUjJA4YePrbhEV0D+fwh6LghWQOGscFCHK1BAHSyklpbTM0Ceigy8SrA6QM367He2OUxAa+jqdD3kQEC14tKoQIo+QGGRg2rrlVdAK73uu6eXPUA8LCjbRGVRQLCE0EYKpT1A3iPCdxtyVkBA3mkpq7BVQEqc/o15x0RAM4XN8w4jNkC1Ci5UCGhEQNZtWkyDrgVA2nz4irGIRUCPRbhjYXFYQIF8ya/d50NAeYj3raNhTUB1vNMdmVMdQHjohYdlwD9ADHpxkTP9UUBo6Q/q1HBUQO2j1Oax+FVAwj2VEfP+QkDLds8wNfpVQOAss30Y1VdA4vKb42KyMED+OmfESAw8QEsc2Ho2Z09AU/FdU674WEDGZJFPvqlAQHSu+fZGzVBAQ62EOz58S0BBBB7FXDdKQAyF1x2lVExAx+3Nfn4JREBVjlSowhBCQNBjV6gUSThAMfjY/tT0MkAWz87OrK8wQGk5TdBa7khAaDVJp19LMkBTZ0DJW3M6QIUw5V2nPjlAvjHm5USVVUCAOl/v3d5DQP6lPa24TFBAw68r4ZgTUECvvL3rNzBQQACmJ3SPcEdAarsdxIJfM0CqU1gmtGVPQJpkOLy2H01AmwuiMcUILEA2+f/zXMdQQNvf98GAWBtAhgEJdxGHQUDRsUrUlD45QGe1cZnHyiJAScEOlJlzTUCKph/lmbQwQLK/PvwUyFJABhsSFvCwTkAxMF5cBmkVQAdR00XR1ldAq9qFP5ttUEADo0wwD3sxQNuQkRuy0ldAunoWGZMCUUC/1fzsoNpAQJzDbzuh81hAP3/vk3dpWEB6BQRJPPxPQMmEwMe1TVRAgJtpnLaWGkD8D2b/18E/QOE1D++Lr1VA+dW7JDBCRkAcCED7KzBXQCeu1jRLj01Adb83rNW1QEC1ZmzsZ3hSQLQ+w+4gt0ZAuLF5u0dzSUAYDWTNFTIiQPdavJgJG1dAPDkdMdVNUkDio/7oCeBTQAieZNj+HFNAmQeSIa79NEB0PShRZh1RQOYQY7fDHylAHaCoEp7xQkAgZAIkUA0wQCgKCiLcLVJA96lP0Ox/UUAIJ6Nz8CExQJd36A0Z/VJADM6IZFtfUEAYXNBElsM7QETXQLyzrxJAmuRIPQWxWEAETvJstQxJQCet2JWoeFNApqBmi5cmNkDUaFiHiadXQLZWp3z1TldA2q5HlNdsVkAX7Jz+NP5SQFEbXyjM0D1AxcueG1urV0BWD8vBd/o2QKXICgGJdVBArnpENXvBV0DyEdvNqhQgQMo5btU/8EFAAwP5XbbdRUAb+gjD1zQ2QDCYjs3qOjNAt1lJ+QkQOUBvSHm3HOY9QGUj/hs97T9AGud6dCMrGUAlq3fxiVVCQJaSUAdnNFJAB+bzLN6TPEBtgGigmDJHQMUaJF/d2TVAEQA7f9SUMkCkz+R07g1NQEXZWTwjBVNA0OkpyxV7UkCXRyPWaaczQBaCSLUMPzRAH9IlOkINVEB46bhS+AE7QJtemK63iD1AAqrLxHYMWECbl5atfilYQDFMiZY6ozZAMjMt8tT+SEC2RRVHBVI3QH3oLuX6T1dAIG+NcUztUkB6qGcGonhWQPMc2GQ62iJAIfvckhisR0BffbET/yBSQOivdpFREz9AzJHSqZFIJkC4+pM5FpH+P0RceM+NxlVA/GEFgchAUEDXeBcWmRNPQGhU+tdJADpAQkg2XUmPUECp1Q3aYLZNQCCK221lNVRAna2gdjOCVUAr35PeVWRLQKNdeyxQRFVAT6T2XWeFVEC1XnONZfNUQM7Szk0WHxpAxe2p6yIdOEA+sDv+EZ0vQAdYs/KcnlhAbk8bG6xUUEAMJ/+qiiI4QLaxf7b9SkhAwPVSBd4tUUDICAS3QZ5EQJaRWYx+x05AWiW/th6mRECis1kluV1MQKCK45uruxZAHLpo8sxJ8j9oJZBUlZXcP6bYdDLLWP8/QpKnr139UUDfqhtQuu4xQKSDc35SDyRAeQgcQdCWSkBi6uegXxpNQBLghIH4VD1ABOCgV3aTVUDq2PVLmXFHQN4lYvQngkNAEEhCudSETkDBATCdaSdYQKbZwRvjrlRAAUyJ+0JpVEBHsbI1AmlSQBkSBaLskk1AIJQswu4YBECjwYnx3kovQOjYyHmjZEVAM+xqIhQxRECWXpxhdx5PQIHkN4QbAS1AQ/pmDX9dDEBonVIcr/pFQBsP6lMaQ1BAo3TzeM80UkBdQsFm5zlEQIEE0Yl6M0xAkF8mU6+TKkB6gZdkDFhVQEpDTkrmekFAFRgpg7j0VkBJM4HCUI5MQGTIj9PUR1JAQckvwm9QRECr1ih0DJdHQJqfep/YqytANkeByvSCWEBNVpbxax9RQPpPn1sUoFZA/ainirs/UUCG1Nvr6l1TQEy2As3U20xAiXuFXYDIVUCZQ0KB1INOQKaDapjR8FVAfW2FRJrFUEDDlvRHAZ1LQKMy2xzXuR5Ax77B+iyEJUCypIqj4FgiQDGNetHg5jVAIRrjCG+9OECGmjcpBndRQHj+C5vg30VAeMjPAVzvOUCcMuYGFq00QEAZPAq2x0tAiIj4OXMAKkCt6gEJ4UpTQBqdLOtXuUpATBwYpPFeTUCibQgPI99YQP6kWMvXBzxAUro0ZakVGEDLpiZLQ+pQQD5Cy+1AVFVANh4Tzu57IEARFw23DSA3QB+RdNoealNAyALrOC9ONUAiThggGddOQP78cuT+GU9A4sy7oHNeU0Bo4woFeekmQM5yMq/9wlVAZHos7xAmMUCEUUx049ZAQNpRZP99xPQ/fDd7Ufu5VkAnSyzYD0UsQDqIVuane1JAa0u/eRbtS0BqHiUJLxBGQPUXsLiaNlFALwlDtgN6SkA62aDCXqYPQMNXnOyEwFFAxs5Zh45kNkCR4WZU1YFUQABJzebiY05AZDZMhX/iU0BQhddILHVXQCwVpHB/oBRAoiJFJdYkS0Cd2X4z1MdSQBjLX8FMvldA6wZ9Xuc4S0Bw+1mYfiVBQGOTeHdeLw1AIkzp3lfxSEAeWwRMX/VYQBWBDEOQlTtAQwfWblYkTEDHZyAJZuBBQF6f/02nQUFAOrajetH+PEDk+jECBVU0QMrbeOmbzAFAg7rsLoTTF0A5nnJ5RuZTQMUvgiZGs1NAPO9ZO6fVVUD4Tbepn4k6QNQfDzyOA1JAUTU3trZ4WECKiV8kAoAtQHVRMrbXElNAYdzsLNUpVEC1UyvABWNPQF/KhnGsn1BAVkUYEDUYO0CXw8OENoxAQCYieX2O0UpACfKI9oxVJ0BoWTGiEShDQAk34KvkTT1Ao/DbQmd9UUDWyYzsd9hHQLkc1BI5BVBA9/JXoeitUEAhg596va4qQPAXpV8MX1dAR4D1ZGe4N0Dw2b0xUAw4QGR4a5Dm0E1AbGtNbkMcMkBuuVwtEhhMQG3DTEVYUTBAfd+WNsOLT0A3mWgcw71QQJxJWeajq05ASnnjSW5GUEDHdxjANC5YQLvoj6EJ8VVA0bvzHSNxO0AHtzSlM2UxQBP0r8l0FVJAkoyYNoT5FEChtY6FWsdSQGG+gSjsmldAEnhOOf5hSEAYRuMINi9QQCw04cNnJTBAJ5I4VPVMWEAAlOlNRihBQDpGH0DsPFZAIlCS4q4SHkD2U4gPViFXQCh9FhTvFT5AlW8Su57hUEDLKKC3VoM2QLYnVdOgeT9A3JiHW4b1WECHJBuCiRsrQDqLk3UEdVhA5M27oLQWQ0BEAyzdezo4QAf764mjYFRAGdpwKcsTOkB73fJRq1lXQJH4CPNCAlNAxN0vnQgNLUCp8NAiSohOQJMxJCJ2hypAy4Xecj8xLkDqtf6CkphAQENJZMREQFBAOb8opntFUEARTjlMNUxPQO/zqggCZFhA/XIDOTUaVUDdUI2b0VFQQGGftUsZnjhAS6btdjp3OEBoAkwnffBGQLV0tpfx0FFAK+JFA8oaREATijrHiespQKgT602vwUBAADhmG0RDOkA/wTGho31TQJETdqcl6ExAxFIZ3/vfO0BlF4KStOk3QJhnVRfrKihAbRmAc7cWUkDrPxBcgGhSQElF6PjvxFRAwCnTT9DbR0CNWD/CB7BKQFNnnoa8i1JA37cQ7g12NUCOBJb8tmlPQNWV3G3z0kFAWvh47cp6VUDqTpLmsCpOQA4/+lsb7FJAK30MjYceUkBjv/DLths8QE6lbv8HjjlAORijFNQKQUCcIsIdA2P+PwjS9pJKoThAw2L4LGgQTUCIqgFEWPhMQPpJFKV0E1JA6u1H3HSYQ0Cx5KqFYYVFQPQ1WZ17ME9A3m7b+DVwTEALYNrwVZRJQEKWcIGKaVJAqpEklqwOVEBmdfioLo0zQJA3RhdODClAaqfh1CWHGUCnBjtaC2ZXQJe9hg2RQDFAzJ32/ufUVUDVgOSvPnBDQJyeDNUWriRA+h/cRcYYVkBDlmDxGds9QNP35DkHNURAjgbdwZAJU0B9tjwLqVMgQNLgXQs0HFRAnTQ447qeKEDKyoRIRdAoQJWXzx7A9VFA0dViz046TkCgKk1pDEFKQHOPW9R7GCFAtpu+CywhWECCM1iZx5dMQISSlczPhlNAiysYXbzFOUDI8kIus0BGQAI9yJYWCVdA5yROn8N6REBg2f+q07JVQBF2mhnF0wJAKwrGlV8VOED/yqZXvsY9QB9T8ZfSaVBAc5SkVercPEALkFv4CIk0QCcR84GZhx1AWcuSo7joVEBzudhI10pSQEOfg6nHeyZAqjawZYyBWEDaFOTFUpAdQAuupee8BkJAgVBu4Z0sUUCYnI9INn1VQFYbpWnVYlJAtgxNhuIWVUCIhnQfnyM1QM6NasxewkFAodH2fN7SQ0D4FuEbyYJKQBKmGbSBhk9AWO5ipW7nVUCIAZWlqzozQDB1HFuQJDNAYc4RScdsCUCyxhDqVm9PQBOYMCRINBVAmwxqjW3kVkAYrk3fdQFWQJZOYccP7yNAIvVe5wB+IECkIJlucnhTQGzVz7xLESxAGQyTIMMWJ0BxrLOsQ1RNQLw2CkrbB1RADqZGKbO6QkD99SB7cAg6QDlOCfejTklAmAKmHoPjPUCVDYkDQg1OQMK6CIJm1jdA/vJEMEoNUUB3BdprOGJKQC8J6JTzCzxAdUb3cK+lVkCCC+7A/I5TQIyGPebbUkZAkDlPRHGjRkDgjY/E4GEzQCeaRgXUsDtAw86akWEGUEDcsbn7s/0cQP/x3Q5l/BBAnh3u1MOdWEACeJNAoWJCQE5/2v/cmFNA0nD116gjVkBXVNuALgdKQPcejQLrDUVA22KYij7zVEDogtdamXY/QLdx/TMrDUJAktT/3AkWTEDMrIuoby5DQBQNXMyXGlRAQqTi6qUcQ0D0kmzunhQQQFmo6Fncki9AECKWTUtDWEA9g2DNBqI2QDefeiov4DhAAlg8hLOSVEClqnik5gVRQBPzmjvTLgJAK4wqRrT2UEDX85f2tLtCQFzoGVSRllVArYjlOiXlM0DZXe6vCmtHQOdgU6x/8EFAgXjIApBQTEBltJTPdnRVQO9smoGNVTxAj/wXGcEQVUBW8ztWpONYQJsHOJgHXkRAnb1xHttzVED0mEWJUxRTQMPYQVo9E0RARqk6Q7iwR0CCmp8OUGxWQDkQW6t1WFRAZuCmivqIMEA8q5eH/llKQFxzEuA01VhAOb+oHUnQR0DakLDrbUo5QF67C/1VaVdAQ+w6ot7KNEACBNbRir5YQPi3fX6uj1BALNSZ0cFJHEA2V/nS6yVXQBBtlVImXlhAe5kz5FgCUEDucWaXkQdOQJU2XgJMWkhAliAJw6PqVECMGrMLTmhIQKeD6D5dQU1AaTdRGTJbWEBGg6tjWLUZQMvFwMt8vUZAeDpPZgEv9z+vjPXwqrZWQMxwP6+7JURAdkEvziaQMED1V2wOq7MFQGqS2doZTUdASFz73gXZTkDP6Hrm45RYQAR3Sl7BFydAXqQ1nt/DPkAaZsDAzxo+QKZqheRUglVA/xxDkVjbQkBCemYY77//P7N1GslsLzBA+OImw1fnO0A9ndKAK+BWQFeZIpqk0z5A5F9Pti1LVEC3qoJ2JFdUQEPWD9UjL1JAX97nrFyOREA21jSZHLZOQGUxc1kH9VFAJGzWkbPtSEBaGN0DOpE/QI6KihFrUUVA35to3Gv0NEAUiUhvDrkvQBuTbHsl1E1AFsvl54f39z++XDaVRh5VQGs3oQ/lnT9Asus+NFbYNEB966rHq+pCQG6eeaI1fDVA8wgg+JACQUA6rct8Ea1MQKCvgh6c5ldAMFukSlYTQUCi0Nw1QdRVQB7Er7EdyxlADEJWJYglUkCF3j/UER9KQCFT/XRuRFZAmr71FLGzNUDJsfuDiT0zQKv/PcnQeFdAdSu1QbhMNUCFO3kXJPsnQDwEydAPQVRA+TIRjH8fV0AGlYF7B+pNQGZswurcnUVArM+t69YzO0DLv2locR9CQFM7Z8JuVDZAxn3u9l58V0Amp8liTmxTQP4TPVkoCE9ANijLJFllMEDgRXmZQxxWQDhpayQUqERAoUgeGpcYR0A5tUwhoRZUQEUQhM3q5lFAzf+146/gVEBJUt4IWDwWQHVSJmvodyRATK7OeWbGUUBXqF422AhQQAi+l2SM6VdAUyTlmLEzN0AQ//BbhsdDQFEkJx0SG1hAEzlVfyxlSkDErpXwHpdPQIlR1m/GokBAHWMVGgXPLUCIUyTWVSZKQGyDq62cFyBA/VTIIwPwLUBzs/YL47xWQJf9c6Sy8UxA2eg6bl62O0CN8O7TLUw2QH0V+g8q4FhA68crjArEQUCZbD+xK4FVQM1S6QrEagJAMkJw/HuPRUCjtEX3Tz1VQEl7Gf5lq0hAHcV4dlKmS0AZ+zOqOqY1QKbtMpSysyJA+3x3B1kiQkAFppsWcyBTQO5SBMOHbVJAeibQNm7gSUCH+3ae4xtQQMVpWMB3OFJAdahq2df0OEAHdePo085PQBY3pI3vEiVA0GevX3/SR0BpBUgEHyJFQMqORHesllNAFczM3hpFN0B2xZDXfchTQNMYvb6SKjFADI2NY6XLSkBFuVbLiNhVQAfXx7RzzVhAPZgaOEwRVED1oAqKVy9LQORypCtTWEdAajRN2hD2UUADJ7qVE39FQG5Ap2OfyQRAM/rG401ySUCfERgaa2gSQEoKKFWbulFACit5dRKWJkDk37fITRpYQBMxUesG30NAaahY1PaaUUCUHECmC0UxQL6ZwQLMbTpAWw6P0y6USkBUEdOxMqpOQIvda1d8UFhAWoRR7+GnWEB1HARfLudFQDaOFN57cFRAcdg3Ov8CJUCVehjDOZJJQO9mhQhav05AhJIAsoANUUDc0QulcAb2P/qXeevnwEVAzl0iEJ85TkDCAYc+QDRTQEHzbA6IEFFAZ36iAqDfUEA8g9SSD9sgQMPa2G5E9FVABtfGMogSVkDo3kU5R8VVQP11zg3VzkJAcBnB7K+4MECZ/VtHxrlMQFTQ+FcE0BhAidFBPIeqQUCKGUftoIA3QK6ma/w/cFFAUu14lWstVUDlyYfTXCQyQDyFeNLqWURAq+QbYkJwU0AMuCmLl6JVQI0AnXuxkU1AxtVl9+jvV0AdcKYpdtxAQCJiw9MP0CBASrj//TC5V0BInDpOc0NTQG3ysSKlXURAF1qMygBxQEBAatGlbbVNQKbmttYeAyJA3AqqAjJqTUCQ/ac6cGErQAq41G7/IVJAbfUaN/ImVkC4bYdprtpSQL1QERHshFNAYL9U+TAZNEB2UvlfYuY+QJP6ui5+aVFASuo1X/wBVkDaCVf76QVUQOpia5r33klAoRNT4/ljEUAOiS3bZs0+QJ1lb7gEKFBA5RcZhARlM0Dkab190lUrQLCvD3/vqjlA7TW8OIcvQkAKytTPdzNLQG0q8weD5ldAx2LJiLVdQEBx3fAvHXY0QLWT3JQaikBAyjbucPKBVkB6awHRSe0tQPpjoJOh+FRAB9TeVG/vIEDnSNrijYdUQMeH6xe+TTtAGqOgLQsXSUAaeiCHR8xXQChg7zNjRVFAuqtc8WqeQUA554iFA/YyQNyMBg3oDRxAU3CFW7IfQEDOupEznOZEQMKv/UEl6jdA6R4P0j9fSUD8N87ORf1LQFNh+3HiY0xAMK0ogcDXTkD/0T0cabNHQCjwm2F2jlFAUMnMNRdWOkB9QBsPXvlUQGHK+7ipYj5A3cHLIzjtOkA2ZZVCZlJXQMnQsvzoK1hA5uZAnGSAQEBu9jlzkoZSQI6Ye7URevw/LCy9in6RQUBwJScQaYQmQCXr+7Y2x0FAJ12kij20TkAcof0Cqh87QJMWgAgdvUZA4ArINhxrtj/2cUicC3cVQCPxHxIWRFRAcHloIaXiDUApsuivBPgmQPexYP62VT5AoGhpOgDRR0Bubzdx9kU2QEjayQcGz0NAO7Enyu+2VECJgPDQXD5UQGoSmAhqbkpABO1DeZ6SOUB6ojFwnLdWQCWKId63XyVAfkKOnjCYVUCa5a26y8dVQCdu/8o9ilRAjXCfh7W/V0BYzo+y1TLmPx+3KddDnkZAlqHlabMuPUBzcYY0a2JPQO5k38D5qEtAhLjj21GaVUCLVWmFRAY7QJEcQ0iljE1A2Vizf7PwMEAADWAP/gNQQAZri+X83xpA2dSw5fwyQkDkN6JlencZQI76c/WJAfQ/wJ2SrsgyVEBMkR6Fq+cuQLZPwjUho/o/eZsHv7MdSEAXZKlVK9ZMQBViURWzdEJAHxBmRPTYVUCUi0NJlrszQOfyRCFuQFFAUGvGfsYJNUAksJ6JNEgTQNYUN4iAPVZAvHFitPPsQ0BKLNEDOTpYQJOQxuGtd1hADDQzCem7UEDN6L8lIylMQN/floV5kVRAcPfxoWruO0CRQZ93hSVUQAstjUvOK0ZA9NDiE/2PPEAkDiogKUxIQLAWTozbw/k/hTYk3YApTUD7p6o6sz5EQH4pU4f2a0VAzlQuW92aSUCoxCGh2KZEQP75e0FfwvQ/PdwKXXnXVUAMktteNNYxQEn38aFsi1dApfg83hwfSUCgMLUkuclTQJ4AJ1483jxAci0Ov5c/Q0DL+nls0ddTQPb6lphAMxFAf8OdIyVUUkD7+C1tvnZTQH3dctD4L1hA2KxUdy3lKUBWgIEah9dXQFiYY3xyidA/zLid7BcSQkBJEeJ2c6tYQD2EUroGg0xAC2mwtONOTECY/RcJalcSQNROi4aTmitABUK+KeyHOkBjkVqtVk4yQBIYdpT7zVNA1Ed5fpIGUEBaIG1zoRURQNGJJChJl1JAZO5PaSYvUEDiTNF66KdSQNeaoh9aGVJAxMIuZywGUkBe744mLdxDQGNpshdulQ9A1RlywiAoS0AMaCVNLfcyQICkx+zAcVdAjSAAjxxVGkCgRggy93Q1QP7ounsMAUtA3zESinmQV0BQ5it7eYv4P1LIazFyqDJAaie907owR0DkdgBS75tSQLZdxVzVizxAAgBgYbraT0Dk3CTN2nZCQFIljggWPT1ANJt4Y+/OS0C049F8cVtRQDjEkAtIcSFAYpE92rNNVEA9Wtt9s0MiQBjQD7vC80VACKfAA/JpS0AaUX4twVAuQGdlivnTTVJAcioLOVcZLkCiQenMH0QBQBEY8Yd+1VVA37Jk6g5WUEDhXTUuduZUQIBqbQs/dVJAWUBtv9AIVUDH++b73y40QIRsj8oarFBAxKHUE4mnNEAC6+ptoE85QAdDGc5FHCtAL+GkpP/hUEC12j+ImP5QQKhL1FJZildAU1Pk/pL3S0DpT9CNdVhXQB3UzYXDMlFAQACPTYXOJ0CQ5z6cMfU+QCjmbGBOkEZAQ9Rdidr2VUBHY9dq1gdKQJg7IcvD3UVAvfPSFYCiVEAOeggVmIk0QMp3nEuIlUlAloRa5/a1VEC5KzJ/Z5EyQHjFrtdMAzZAnUFV5/HWVEDksbQMXKZRQCe7D0krChxA28Y94ZQ7Q0DtEC0GhlhBQNeuhChReUdAtVCNcQJGVEAnNrSjy91SQBSlD+91v1BAInbqMQC4VEC1XlQx9B1IQOXajbaXV1hAn4PoSQLiVkAV/MEBaSNAQI+5LRivcR5ACa5BNeOCUUBalc0vNGZKQBCBsqWxflFAn2i6wroAQkDT0yZru39CQBVkaERqowJALnMpRmr/SkB8MY4kHf5JQOifwfRdGRBAdg6JZff+Q0AgNzLgoLBSQGyyFe0MckJAS5bjp6erVEBwLUYxYCxEQF84kE4Wm0pApjByaid5K0BsKRiaS3FMQCo5zSwJ71hALg3iWc2hUUBQq6bb9fIiQDYmvwRFlFJALHYYqpBMPkCthmEcV9BQQDhp536HZ1dALHe89uX8EUB18QJ0RdNBQD7oXGKiIk1AOD8uXAO0M0AKdDqt0SUbQFK7FD27bhlAgsDekFD7OUAtyx21cbZRQCjMDy+t0kpACfIS9MGUUkAD3/Yum/E7QHepqJ6rQyNA3mCcv6OLTECjddn/LMNVQILK+cRyUjZAQ1LG6LQ1HEAojJx2UHJXQOapJ1VerVVARVnvDlDGWEDKoEmQXwBUQIEubxTMAi1ARmcl3MbxVEAjrPN3W/JUQKqY6uZAhzhA1LlCY7ulF0DQDLNiBhZUQO7J4I2EnUZAdJqtYDDMO0DZci9r8Us5QIyw+zge6FFAwelDmtG0T0AJpnldoApYQJ/R17sFkUhAdEF5vyfdPkAjt9jZyT9LQCnd5wHc+VNAY/HMLguWV0AqtAWi9lZQQPss3aqYIkJAXBzqGfAdUUDXbGEiGZ0YQJv6ZHU8mVRAiOf6MLf9WEBRxUI3TnQxQLGpB8vgbVhAeeW19ZFZVkBsQ7IgyAlRQN1bnT9uziVA4+HQhYurMkDk0ERaKx5EQBMcJsIKAzpAzXtypsd5TUDResA1wppWQIQC9oz2qlhAETyZy5XVTkDRV9X8OrEsQLF9ceAlvkpAPDltJDXLSEBQ9jrN5iPvP6YXwWYPwihATBmH+KRzVkAdJ35al+4yQFkRP+Q+0jpAAhFlyyHcDUCLPHgJjjtYQGmK/K68yFBA695uzBxVVkDs7y5YtbpBQFHokbLvwkxAnz/PyqN8RkBXa8z43DBQQH/TOstFKFZAw4JdO9btIEDfuu4lxd40QF1J7v0AdztAHhULQKeyQUDqVQZ4puxEQKkMn/GZ5CdANWW28iaNQkDjeGIKMb48QLxh2VsIUkxAt+MMLD6sNEAIApOK6LdKQLgZW0h7YlFAb+yb/eBTV0BacOpRwHhBQJDWWgrv309AtpSBgCaeVEDHpNJW0D0+QCi51aFKHVZAcmwVIVoqSkCs2nAdt089QPGFYChIhBBASS16x/CcRkDgOM6d7F5TQN8xon8oaERAV2RArwv1IkCizswu6GE5QPV+ECV7aVNA+5QOLZNrMUAdWB+QsM9PQIDRpM52jMk/RbavWAF2T0Dg+6Uy4OJEQPnsX4/cOFFA/dVE6S29VkDcxtsD8JVFQEZnuzDc4FJAwmHz2q5lSkCPN6H872hVQFl1hNk9zkNAeN9o8tInVUDScpR8CVJQQDCPATQWsu8/4D6txtvpS0DDhIX5codVQFLGACjkF1dAoG256TMeR0Dcw6rAd4LzP0p5z9iscEpAXfI+05AEQECmY4Fd8DAkQBU7jXGMfQVAAK1JRvXsPUCz6Jy7dAVRQF/mIJ0/mFdATcVAZw0WTkBSOw7VWm83QNaCy8V6s1dAuxLiGRs0VEDfiX5nzHhQQMEPSfapFSNAG7d4aeJeTUBkf2b3wYFYQEj1cvUu5kBAsmfecGbCPEApvzBRNFpUQLTBO9Gi5CFA9HEdZ5C1HEDAAouM+U6kP7CVhXmE3VFAREM/I/LwHkAsSKuq3wxTQBtAm61rDFVA1M262eR3I0DXdvmSohFQQA0Fyxrp6EFAs92R/7zJPUBAI7T/IURUQKwfW6yH4kpAQTwbCbKlKUAkKTAUCVZKQABTF4rODVVAezoSv0grRUD9uiNAPO5CQK8K8yI/LTBAsCJgtsY5KUDAZXLUqkkoQF/vIsE+Gz9AImZxlb8hVEA+YsQb825SQK2wXtkT5kJA5GfUClR3NkCp/xskJqkvQDt9Ev1b5ENAjGKfLCeWSkAOpMcpCrEzQGDvVbF+KlFAysF6wZhlUkDN+QsvTuRWQNLCrUDrQklAWqO+UtBdQUD77xBBiFNNQFQtUHExo05A5LlPqr+aREA9WMqsfN9SQI8wkcwCdFJAErOu20dpTUB4D4kxVRtDQJXSRUOFS1FAmoJSdVMoUEBbXind/Rc3QAGA+S5urlNAqF5cZXOuTED34Afydiw3QNGITGvokUxA29qboniCVkAX9QGQZGtTQOFyHnVWl1ZAtagIGqYuOkCQJZDInn3mP4IhcbadDlVAGFr9Iew7N0Ai7kqFvxxYQCZ2K7qF/VJAPrJFsm6uUkAxzFK4pldKQIlht86M1ENAfiv/Ao2oF0CzVIZHoXgaQOyppMeaCh5AlEHnxf2p+z/WBlU0V18xQAN8tShLz1hAA0NxwGd+TkAVNjCngMhIQLirAUR1BP4/gkY0K0BwS0Ahay0kOR9SQBSrQOIwoVFAgutJclK0KEA2dhXW+yYxQD7YNo/EPFFAbhg9NEQ3UkCtzjsMK1ZDQIpaakJDClVAzOdCyvV2VECIsXW8QwhSQILiyRt9oVhAV/NopFlgTkAD4LK7SHZRQJqSAgfU41JAKIsMY27ZV0DCcBPVvf9QQFj/9TmIZOg/wtLAD86TIUAM2akWok5WQE2JGjW75kdAIpozkRA+TEDNAqtKu5RBQESkVF9CkkJAbNzkMssXQ0AMWsWZ/V3xP4duS+LfQz9AuAmkg8ZFUkAd21TiVZs/QMYFPMrSuFBAze68mu2gNkCAw2fsCqlXQHT9inLpdhVAH5vcDMwQQkCAclPOIjxSQEaxX3ordjhAocEcfK2oSECAuqk1z/sVQEJl3WaMIUNA0yY8cw4ROEAujViTAlBCQLEZo+xUSkhAv6S337gfQUD/rlOcuaA3QChS2e13nFJAci+DyDOzTkDLR2eBCcxFQFZlZl8GDhdAcw0BkDI2UECeSrwlFN4xQEOw6IV/01NAXANw6lQFTEAcI1TIZFxTQL16ntXHTUxAhlbk0rWqLUDAZS2/l3VMQBZCgzLN0VJAnpvY0qJhIkAIbGj+SScxQNiuGmRgdlZAob8kIMbpU0AeCfM36zAeQMA/4Jr+VSJAes+gE/VhPEBAWj6aLz8nQCmJfApLx0JAe8zxI3tPQUDpSjiJwb5SQHX+zuG0kU1AEiAgZwQbQEBxvRx87so+QJPRhJiuJTBAk3b9SxclNUCBf7r49BlGQPpVKC+6Az9A+N3OTISrU0Ax736HybZAQAvm12btIFhApFaEMnkvMUBabdZaRQpUQC9JR2GRRklAYQCeCtrFV0AcK6FCBVgnQKsqe0bnrUZACIwxocxUKkCSX+B3zgA9QCBXqmKkvVJAiurNVkPYN0Bn97bMdzovQGBDaa1joDFAwMcI5LzCL0CWAuGjTUA8QC7KkNvBqlhAUq++v7enRUAmVpJY1uBRQKs3OHrxgFVAU+gBxq4fTkCzhad8h/1LQFMlG4s1nFFAmvNpxp0+WEAAtHZ3b+wFQD3M5NVshk5AoXkDMnJcGEDZagTHXQVVQGA6SqHWLFJAEbkvVoq/T0DGBcq9crRYQJVkeFoGGTpAmYxHGTb6REAOp4iAY2lYQPZdbNtD3VVAPD1jZWccVUAKpfcMyk/0P+PXCFvyXEpAjTsX2P4oVEB+LMaCgA75P2Y/1XaPx1NAIM2riMVlVEBn/AePiWA4QGMoEmkxI1hARfYK0ClhT0BnE4gKNe5MQCmbTR8v0VRAHD7abtY2QkDSbJJ2sdNEQN65mn5l9DpAal7KSYTHQUCCmuHqzcpMQAwj8JZZyEdARpbkEOy6V0Cy5v0lQzVYQGPZjiXvAh1A0ErH47ApMUBDQYIJ290uQEh9B+XOnlBAGVGukb+OUUCZlOz3HS9HQGg10ueM8jpAE7MCnq7AQUCU7a7pUXZTQHTSu6l/bVNATkg9N5IITUDNyLWtdPNWQJTF+AvGQ0xAEewuc0IVUkC24e6XXKRVQBXWtotY1lVAOEzrI4lm4z9AlcTs+ENMQIxQnXxwM1NAKpcdj0HtVUDzFXuA8JlFQIYJdQiDyDtAtXDIo+8nREACEjdV969NQFwAeZpHskJAGVaAXrb+VkC8uLjDjNZRQLTEIqwBylZAqs8NxFrrRUDfMUB53c1JQLhsKzN/CVRA8dHygKHPJUBm9wUM11pTQFRUuUm8gVRAA99BGX7WO0Aq/MS7Fu1YQCPq39zN9jBAQO9rrWyQ9D+i06IzLDIpQODbS6xlcFZAFOtv78YeUEAb44GzSeckQFHjScML91VAyYws/2iiV0BK2NUlq/5LQGljMVSjcldA8tHnbHC5VUBPTlFJgnhHQGyEdWdHIVZAlhd8IylPTEAL9JldyO43QMVuM2nj9wdAzoL51xbtL0AlMEy4RQtYQPPwaslnOUxADuX2ViPNUUDp/jQ/9CxVQEqTRqIiPipA03AvvxN9V0D6onpb6akeQAWWPAZj8kBA0lkFFJeoT0A/Hr8cjMZKQIVJcqFhPQVA5qIqIYLoVkACKogtQklAQKRbXBLfSRBAQdhDqyVtVkDnh5+xdIs7QAtBxW+461dArWMlXfECOkDVRofF/aZQQIoSaZnxLlVAevnO5cjEU0CKRbxISrRGQBQp4cov1ylAaNj+h6PNU0CkIbqBVlZJQN32VNeryDNAbMb9ksPCUECUJFfpgVVAQINjCaRub0tA73+BU6VAM0Aar0nqMhQ1QGEDRwxRKFhAhZUuVCRQC0B5dEFUBJMtQK65bYThvVBAAxHICmtpPkAmB2UHNZtWQMekTXokPUtA9p89y6wZTkB99gV+lVBNQM6/GWxQYT5AQALMqJPYoz+rcDM8OAY2QAKeEKgw20tA58afTmSaU0AiVWgXK11DQE77NZDlDyxAdr0jnGrfVECigHAyPGYXQLRdhE724lhAnU1rWTMoWEAa6QXUl2dWQGvv2BEkZEdAJQchR8gWQUDk+66MexA1QFla0kvPs0FAlG42kB/hPECG0HWmiU9YQED2axth9UNAGCaH5IVCLEA5Qasjx9NXQLrWBBkL5w1A6cHEgAy6VkDeMKRxpixFQKGOo7vwoU1AZPPLf1QOMkDXVJ35kbRUQBtxYkEu5VdA4lmpArlXEUDOQQWjQQ9RQNbOnviDgytA9lzF60TrUkC/qf/LVyJCQPYiOQeLZzFA9kCS290lRkCxEm97QGdBQIvKFKMiF1BA2BNm9P4FV0AdDmJcdmdPQLRi1QqCyVNAPFFwqlMCR0DfaUyGoXUoQKuXt6dPikxAe5JN4vl4REBgD5mVLEQwQIUW6fPRLlVAGJRhtaceVkBDXox66IdWQCRbUmKElVdAJ2+MOveFFkBa8AiW7bZYQOJqO9vadU1AuUx8M/HMWEDy8aigO4s3QO5qfUNkR1NADGDY8N15UECk4lFoieg5QMuXp5fYLUBAxGT6JpavVUBTpTZ9PhtYQPyJzAGWSlhAmfV9pwkVV0C87D3YqrYyQHzi40OqVVRAIKSMofR8xD+fDuhSpn9IQJSyWv5u9UdAnMbMNwcGUUAcvbE2FrckQMlsAnJIdEBA5+UNhPjMQ0CsmE3fJS8/QCYB5hLP+lNAJQ6hx8o4QECCXDvACi1UQPfx/Bjjr09AT4olyGw2UUDcqzxjxRpCQJ48yRfXGUdAvXDyguSwQkDsckzVywlEQJnCaAQxIFVA7jtx8vi1SkCZKPq5HwdSQB2wsYOt1VVAarhoKUtRMEANXcWf241SQFmnUww271VArw/7QfndVkDrsT7m1ZM+QA4LmaEsQU1AkXzQ7HuNTEDs4U6/woMzQFIT6vP9nyZAY2U3KU6JU0As0xhYxt9MQDGCmJUQb1ZAcZD5gEPEAkB62ZjDf95TQJrQI2XumVdAZ3Xg/zUsSUANjhTqVxNBQElLeqUrbDlA7qqXw254UkBCuy04qp1SQBA1HuKDXQVAeY743vC0MUDUBckvTTNCQLYQHCaIB0tAC7S5asWVT0Cir+9HZHAyQIwJMs5+Iu4/6MwnE7s7VECKhrgEb+BXQLVvkidrWUBAXSVp+eUKQUDf4SfLrihUQP8oIA9ZIlhAVXCCx58jVUCIiZnYztUzQKYy4zw6kURAYXRO3Z+QTkANniS50qVOQJOO70v/Hz9AhIXZWtYRJ0C8cNkKx50WQB1AFl3RUUBAo/HpaptYPkDq07FL0EZFQJ+FmFqDr0dAccgPiQS/PUB8pThvX7sdQB/s9hRaGFNAflQ6sbFzV0B3kLGoL4lOQHNcfLBZvUxAn8WiHQ6SM0CWX8GWTRRWQBMAu170WElA0jkPsdm3REAAGz4Jiq/TP/Y2TKv/GkFA5jQIYH+7MEDII9nPSl1AQGH5iarUkE9AwjaWxEGHUEA4+BpUkV46QNMtpN1461JAJgF195a2SED5fRl0GsVMQI57dMooLiVAIm9h9MKaS0Dtj3BkOeZYQL6SSPgSKFZAH0XBqgKZSkC9WVommlBGQP4KW9/h6VJAQkVGE+3cPEATfofrA5hFQE4lKtwSOxpAD7g5InHJU0C53D5enIVWQFiaDzZ3pE5AgbJVV/32VUCmRDtlD9FEQHJDgW8xhRFASxpINrmoVUA4YBG0x3dLQKQGarWyv1BAhOoykKoORUDf4J36sxQ9QFhmHyujq1RAVAaERQZ2TkAHQcwGjpA6QPWkyu0F6EpAPFQ7DSwUVUBTlU38ieFVQKM+C9DraTZA3U3dMI0oT0CC722LGj0oQCDzvC0nvUFAE4+8lyrNVkBEQTGiBHAhQKUGPON4dUVA8BEGuilESkCsfikgfA9QQFbfYG+DlitAl8rnL4i2UEBJp/9xBpRYQDOGjQlfbk9AjplXoZwVSED3oc+LfTBOQA6w7TF8cjtAFEsShlPPB0BU1T9TDPohQIpETjYngFJAaW6H239ONUDoDXmLMHTfP/jQr8txxlVAGCS3gubBWEC3V5Fkuo1KQCAnDrBQ0EpAof/ANRH7VkCuMXBBEBpMQPBMZQYvZzdAP/2frLVrVkAWD9gEqqYZQFE3rkB8a0VA2fQi9pJyREB9geyJOJxCQNs0RZPq4lFAu3H+LfuCUkCQ+cmgY6ZYQEi74/95akhAgl23aeQcUkDC/y4dL8FTQEVOEFTzTFVAGI1AjqW1SEDfa0NOtPFKQMBxsGV+4PI/Nw9l3XL1U0BkGMebnjlGQKvEVjBYD0ZAgfqS5j+lOEBU1OUt4ERIQMp4hTxCvT5A9EXZiPclQkAU8V+uxyE8QBTymJAzJlhAcNoigmWvUEBQM1Z3yYcyQMqpfjG4JEJAJTmJTuHDVkBc+5elh90UQNWqLDKmDFJAXphjPqkiL0DhbDaRKh1WQIBh8so+0wJALA6Ta1sbUkAxfk+f3+NPQM+iqs5ULDdAXRs6WJh3R0AVHA5HJqhTQEMxlCp5s0FAOIyIFkeQ4D9FAPd3kDBXQKhZtH0hORpA7dMsUfaTR0D2Ndv795BJQI93GMbohTtAPDLlBzfkUUBhvIeMqlJFQMK9BVcYfVVAmTgD/f8YVECQyO6T8LlYQM92Fl5+kDxAaAfZzzSBU0DYaaLkaPxMQLfZ9tQAOUdAgpv7OJn9LkAh6Bp8hsZTQCdvBWeZjlZAN1+Te6cKREAnJxtZQrk1QM7kSoI44lBAuPaT7WeGS0BqMiWWxF9TQA6zlbwXBFhAMd/EU1rhVUCUB+Zw19krQDG7ZdFSSFJAm1ymlPX1OUCEV7fiT68gQO+CNqCak05ALjUgC2Y8GECCUCxDI8lSQCsAL3stA1FA3SsrKyF2UUA/Z4PNxWFVQANxluUmg0tA8wwKmN1kSEBndYJ9YdlUQPLrnH1w7jNAuD0CRpTwWEA8Nf3D64FQQM9jjbD6ITxATB2gl8uyUUAttiK6I51AQEoB+P9Yv0VAF+hjXG/cS0DIZaXNc/tVQL5Mixl6lx1AgleM3OZZSUCbY2r/OdlGQDT8sXl+m1NAk9fr+mL0NUDYsuLL2CZDQK2zx7p7XldA5StqdFsESkB96Kr2yp9SQD3w4Nw+60RAo+h5JB9qGkBIDK0VBrJJQHbcJwUG30tAcU8/0oQdQ0BIb4Tz1I8+QKDU1OzHe0BAiu7IHVmjT0AhVWtn1mJGQOJJddlN8ERAg2dT33x3Q0BEswE5iGckQPv6spKwZ0pAv/8BtKhXQ0AYk6tRq3dNQCICDSEKJ1JAygWj8H3/QkCvfzBeJQdXQG1GFQBe01BAIqol7oqxO0Alp5JegCdFQNVyzaifuVRA20l7bn+3MUC4L6imu7PdP2pWHMsJcEhAKOPsQkX8UECRdtBI0UMmQLlsxxtTTSRAfmAUCy2BRUAEHHRzxS5BQLrkryf6G0RAKH4nHTOxVUDo1jtlRTlSQFHNiCCjPU5A0wt7Qk3PUkABBgQtuAdOQFWHitQyU1ZAh0eRf5VCREBhEHHpG8BOQB56e55/6lBAT1xzCcptSUCytMrELYJEQFEtEskahRpAHWRaODKCQkAY3o7EAZJMQAz+XofJLzJAeuTR/WpFLUBZ5IaiIHoSQKPbz3sQVTVAt73WYb8tO0Bao3qQNkpWQCD1y7c+lVBAYElC2kbaIkAOyc4pOLdAQJ798CJqzUNA3JtvWyjOPEDCqnUYtUJXQFUbYfjSbVRAVOaWqKACUEDT78CWlZY/QDBjPK+GxFZAk4N8SFpGSEBkLmnHmOE9QDh2J2zEgVJAX0AJGSuEO0AxAJsybaBTQB794CoDfUhA2bRWuAYpPkC3lUdhIhdYQCgYOQghd1ZA9QPIUnORR0BXKgzNJeBFQMFJPeJML1RAbCjkeZ98JUC2MP3hIWNJQM0zK5VjsU1AzQepVGXbUkCnuKYm8I5AQP7HgswDliVAo3FjYZt3UEDVjyHZvsU2QAQK2P8lg0FAb0t8c78TUEBTomD/9QFTQBN8OTzcbSBAvxlDdHVQUUAgqU5MKHc7QHSLdJw8zzNA/4XzoK60PUDYGiutyoxMQMJ/UBYH21RAWNIgnOT4WEAr86VWlFZDQOR9cVL1t1JAKzhx/DVGR0ACubZk/rYmQEr/RZ3VF0tAIy4tZ4U5U0BYmHhr4z85QCs/0BAZUFVAyZhhFxJ9VUBeR9WAz3ZAQLR8X6u/ZVJAUcsy1x0IOUCirq8ZiqlGQAjRPOmUzjFAP+YvCzIMT0DIxHLZcSMRQJygDSu2GEhA3GW2izxJUUDuvsDZQpI4QMD9N2zYhhtAylYivkMYRkBp/Y+/+5IKQFHpgLIubktAAF4D9fOfRUD0MTDGyepTQI7ExPLG3jtAF7x6x5VBV0BzPsLqMuVDQEecQTEqH0lApmwSupSTRUDjENadvkVHQF2CqcMpr1ZAKgS0SXUdVEC2yia31zRMQO21KxOX31hA1h91dqgDUEAsfehwO2tOQFVdnVMMGFJAOCxfvQEFTEBotGWqgOkVQPt3D6srCyRAHiuF9NRdGUApabhEtIVFQE6JQLA6EklAwU/7bFSqS0Ayg07d0BREQC0eTidzjVBArZtYusoxUkDx+8HZuolXQNrFpP81CjFAhQHVqInfMEAzb6mKnuBHQKuEcA4xokVAADi/d4pEMECANc2zMyo4QFiWwVFL+ShAhyxHe61wUUCUxgSDWxBXQETNS3Ik9FVAnfFsaknuP0CM+nHZB0lXQObkFtEB0FZAjW3b6CRVU0AevWBe2e5TQD6ZP5LIrjJA8Et78TD7SkAatY0QIDMjQJJF+BiJ8FdAUWxPcKRAT0D1LW79k5RRQDQ9PKUiMkVAIgHUcWT/MEDt5SYVKwlMQL1pgQy3/T1AbXtQ+Sf4UUDWieSXVh0uQD/v6cVinldA/gOI1M5JNkCi1RSufGz4P1euzFR4czBAdT7uuSltQECbtNBDMeBOQJtuAtv1hTpAPj1La6sKMECwot8F5l5MQNzPPIQuqBRAAzXNLzQvQUBUgzRd+Bw6QMUKCORHATtATiZRhx8UVEA9GeM9NcNCQK+aanJH30pAMbaAfeVEPEDqsDx0gspVQL92YhciOlRAg1LktJ/FVUA2w2K1BqooQMzU4KdNDvY/biREZ1kzSEBabkliiMpSQIVY5zfGOEpAylynqSr7OkBR+82d2uZSQGN1GKcrwERAziVIpRNbT0AJJyqvoFtUQPP9d/9rAElA/W1rZMBFS0Al4S+3K/9RQB7N0HQujlBAdQE6Ji2tTUCw/oiTnts7QBEDk0hfGk5AbsvpszcBVUDvEzkPyRoiQAReKuxggi9AcbuHY3L9MEA8jQc81RxWQOmqOJqF7VhAx1TS+wseVkARN420F1hRQDoqwGXgjVhAHNCCG9eQQkAb/FSoSI1NQJSVM1oFtElAP9PWQBwmVkBA3Gxj2U9TQJATtMw/3lRA3I/bGWeeMkAgai57jXhHQDF6kgydN1FAfIGvLNy3M0Bi/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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"11538\"},\"selection_policy\":{\"id\":\"11537\"}},\"id\":\"10480\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"10454\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"10432\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"10405\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"10456\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"10404\"},{\"id\":\"10405\"},{\"id\":\"10406\"},{\"id\":\"10407\"},{\"id\":\"10408\"},{\"id\":\"10409\"},{\"id\":\"10410\"},{\"id\":\"10411\"},{\"id\":\"10412\"},{\"id\":\"10413\"},{\"id\":\"10414\"}]},\"id\":\"10419\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"10455\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10465\"}},\"id\":\"10457\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"10407\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"10460\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"10406\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"10458\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null},\"id\":\"10459\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"10411\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10467\"}},\"id\":\"10462\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10416\"}},\"id\":\"10408\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10466\"}},\"id\":\"10463\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"10453\"},{\"id\":\"10454\"},{\"id\":\"10455\"},{\"id\":\"10456\"},{\"id\":\"10457\"},{\"id\":\"10458\"},{\"id\":\"10459\"},{\"id\":\"10460\"},{\"id\":\"10461\"},{\"id\":\"10462\"},{\"id\":\"10463\"}]},\"id\":\"10468\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null},\"id\":\"10410\",\"type\":\"TapTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10418\"}},\"id\":\"10413\",\"type\":\"PolySelectTool\"},{\"attributes\":{\"overlay\":{\"id\":\"10417\"}},\"id\":\"10414\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"10968\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"10464\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"10465\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"10969\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10466\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"10467\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"10482\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"10480\"}},\"id\":\"10484\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"10480\"},\"glyph\":{\"id\":\"10481\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"10482\"},\"selection_glyph\":null,\"view\":{\"id\":\"10484\"}},\"id\":\"10483\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"10960\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"10962\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"11640\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"0304dfcf-0dc1-43c7-bb4f-15cdfc8d8b39\",\"root_ids\":[\"11640\"],\"roots\":{\"11640\":\"2f69db57-4c7c-4666-b1c8-c19ff799c931\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "11640"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
